{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "#  mplfinance: price-movement plots\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Price-movement, or price-based, plots focus on plotting price movements that are above some minimal movement threshold or size. As such, price-movement plots \"ignore\" time or, really, more correctly, they allow the time axis to be compressed or expanded as defined by the price movements. In other words, the x-axis is not linear with time, and each unit along the x-axis can represent a different amount of time compared with other units along the same x-axis. This is because each unit is defined by a specific size of price movement, and regardless of the amount of time it took to make that price movement.\n",
    "\n",
    "There are several common types of price-movement based charts, including 'Renko', 'Point and Figure', 'Heiken-Ashi', 'Kagi', and 'Line Break'. At present, mplfinance support 'Renko' and 'Point and Figure' (see below)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# This allows multiple outputs from a single jupyter notebook cell:\n",
    "from IPython.core.interactiveshell import InteractiveShell\n",
    "InteractiveShell.ast_node_interactivity = \"all\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Read in daily data for SPY from 2011 to 2012"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(252, 9)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>UpperB</th>\n",
       "      <th>LowerB</th>\n",
       "      <th>PercentB</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2011-07-01</th>\n",
       "      <td>132.089996</td>\n",
       "      <td>134.100006</td>\n",
       "      <td>131.779999</td>\n",
       "      <td>133.919998</td>\n",
       "      <td>117.161659</td>\n",
       "      <td>202385700</td>\n",
       "      <td>132.373927</td>\n",
       "      <td>125.316073</td>\n",
       "      <td>1.219057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-07-05</th>\n",
       "      <td>133.779999</td>\n",
       "      <td>134.080002</td>\n",
       "      <td>133.389999</td>\n",
       "      <td>133.809998</td>\n",
       "      <td>117.065437</td>\n",
       "      <td>165936000</td>\n",
       "      <td>133.254297</td>\n",
       "      <td>124.912703</td>\n",
       "      <td>1.066618</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Open        High         Low       Close   Adj Close  \\\n",
       "Date                                                                     \n",
       "2011-07-01  132.089996  134.100006  131.779999  133.919998  117.161659   \n",
       "2011-07-05  133.779999  134.080002  133.389999  133.809998  117.065437   \n",
       "\n",
       "               Volume      UpperB      LowerB  PercentB  \n",
       "Date                                                     \n",
       "2011-07-01  202385700  132.373927  125.316073  1.219057  \n",
       "2011-07-05  165936000  133.254297  124.912703  1.066618  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>UpperB</th>\n",
       "      <th>LowerB</th>\n",
       "      <th>PercentB</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2012-06-28</th>\n",
       "      <td>132.289993</td>\n",
       "      <td>132.990005</td>\n",
       "      <td>131.279999</td>\n",
       "      <td>132.789993</td>\n",
       "      <td>118.641281</td>\n",
       "      <td>169242100</td>\n",
       "      <td>136.500761</td>\n",
       "      <td>128.219241</td>\n",
       "      <td>0.551922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-29</th>\n",
       "      <td>135.199997</td>\n",
       "      <td>136.270004</td>\n",
       "      <td>134.850006</td>\n",
       "      <td>136.100006</td>\n",
       "      <td>121.598610</td>\n",
       "      <td>212250900</td>\n",
       "      <td>136.721010</td>\n",
       "      <td>128.792993</td>\n",
       "      <td>0.921670</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Open        High         Low       Close   Adj Close  \\\n",
       "Date                                                                     \n",
       "2012-06-28  132.289993  132.990005  131.279999  132.789993  118.641281   \n",
       "2012-06-29  135.199997  136.270004  134.850006  136.100006  121.598610   \n",
       "\n",
       "               Volume      UpperB      LowerB  PercentB  \n",
       "Date                                                     \n",
       "2012-06-28  169242100  136.500761  128.219241  0.551922  \n",
       "2012-06-29  212250900  136.721010  128.792993  0.921670  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "daily = pd.read_csv('data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True)\n",
    "daily.index.name = 'Date'\n",
    "daily.shape\n",
    "daily.head(2)\n",
    "daily.tail(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0.12.5a0'"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import mplfinance as mpf\n",
    "mpf.__version__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Create a price-movement plot\n",
    "There are two different types of price movement plots that can be created with the `plot()` function, Renko (`type='renko'`) and Point & Figure (`type='pf'`).\n",
    "\n",
    "### For `type='renko'`, you may specify arguments in `renko_params`:\n",
    "\n",
    "- **`brick_size`**\n",
    "    - Can be either an integer/float or 'atr'\n",
    "        - By specifying an integer or float you are setting each brick/box to be that value\n",
    "        - Setting `brick_size='atr'` means the `brick_size` will be set to the Average True Value over the specified `atr_length`\n",
    "    - `brick_size=2` means for a renko brick to be created the price must move at least a value of 2.\n",
    "    - Default if no `brick_size` is specified is 'atr'\n",
    "- **`atr_length`**\n",
    "    - Can be either an integer or 'total'\n",
    "    - Represents the time period over which to calculate the Average True Value\n",
    "        - if `atr_length='total'` then ATR will be calculated over the entire dataset\n",
    "    - If `brick_size` is not 'atr' then setting `atr_length` has no effect on the plot\n",
    "    - Default if no `atr_length` is specified is 14\n",
    "\n",
    "### For `type='pnf'`, you may specify arguments in `pointnfig_params`:\n",
    "\n",
    "- **`box_size`**\n",
    "    - Can be either an integer/float or 'atr'\n",
    "        - By specifying an integer or float you are setting each brick/box to be that value\n",
    "        - Setting `box_size='atr'` means the `box_size` will be set to the Average True Value over the specified `atr_length`\n",
    "    - `box_size=2` means for a X or an O to be created the price must move at least a value of 2.\n",
    "    - Default if no `box_size` is specified is 'atr'\n",
    "- **`atr_length`**\n",
    "    - Integer representing the time period over which to calculate the Average True Value\n",
    "    - If `box_size` is not 'atr' then setting `atr_length` has no effect on the plot\n",
    "    - Default if no `atr_length` is specified is 14\n",
    "\n",
    "Note: `renko_params` and `pointnfig_params` must be passed in as a `dict`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "### We can create a simple renko chart by setting the `type='renko'`  \n",
    " - This example uses the default values for `brick_size` ('atr') and `atr_length` (14).  This means the outputted plot sets the `brick_size` to the Average True Range over the last 14 datapoints."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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+evDBB1VeXq4PP/xQkrRu3Trt3LlTjz76qLKzs5WVlaVZs2apffv2euaZZ1p6kwAAAELOGeoCTjZq1ChdffXVCg8Pr3P+/PnzfaY5HA5JktNZtTkbNmxQWlqaMjIyvMs4nU4NGzbMGwwBAADsxHJn+lJSUuoNfHUpLCzUAw88oB49eujSSy+VJO3atUspKSk+y6alpengwYM6fvy4afUCAAC0BpY70xeo999/XzfffLNKS0s1fPhwrVy5UgkJCZKkkpISJScn+zwmLi5OklRUVKTo6Og61+twVP0LlernDqSGw4cLG1wmMyWh3nn5+44FWlar1JheomH00zz00lxtqZ89k+t/z64pwtnwyZGm9KMt9bIxGvo8bWo/gt3Pxq631Ya+s88+W2vWrNG+ffu0ePFijR8/Xnl5eerevXuz1pvevaNiY2NNqrJ5dQRbz+QEGYYR9OcJtZbopZ3QT/PQS3O19n46TE4GGT2a3o/W3kuzNaeXUvD6WVIS0ajlW23oi4mJUUZGhjIyMjR48GD97Gc/U05OjmbOnKn4+HiVlJT4PKaoqEgOh0Pt27evd727DrgUE1MezNL9cjiqdo5dB1yqK4/l7zsW8G+Cgdi532XauqymoV6iceineeilueinr/x9x5r0/m6nXgb6edrUXkrB76fb7Zt1/GlVoa+yslLvvfeeevTood69e3unR0dHKyUlRfn5+ZKkjIwMffHFFz6P3717t3r06KGoqKh6n8MwZIkd3V8dOwr8D8vWHNJNTOzqM7/maWwrbGuwWeU1bSvop3nopbnaUj/LKzw+02oO6Tb0OdDcPrSlXvrTUB8lc/oQrH42dp2Wu5DDn7CwMM2ZM0fz5s2rNf3EiRPas2ePEhMTJUnnnHOOCgoKtGPHDu8yZWVl2rBhg84999wWrRkAAMAKLBf6XC6Xjhw5oiNHjsjj8ai0tNT784kTJ3TTTTfpww8/1Lx585Sfn6+vvvpKf/rTn1RUVKTx48dLki644AL17t1bt99+u7Zu3aqdO3fqz3/+s8rLy3XdddeFeAsBAABanuWGd6dNm6ZNmzZ5fy4sLNT69eslSbNnz9a4ceMkSc8//7yWLFmi2NhYZWVladmyZRo0aJCkqnvyPfvss5o9e7YmT56ssrIyDRw4UHl5eera1Xe4EwAAoK2zXOjLy8trcJmxY8dq7Nixfpfp3LmzHnvsMbPKAgAAaNUsN7wLAAAA8xH6AAAAbIDQBwAAYAOEPgAAABsg9AEAANgAoQ8AAMAGCH0AAAA2QOgDAACwAUIfAACADRD6AAAAbIDQBwAAYAOEPgAAABsg9AEAANgAoQ8AAMAGCH0AAAA24Ax1AQiuw4cL/c7PTEmod96OgmNmlwOgBfk7vmviWG85gb4mEc7wIFcCO+JMH+oV6JsTAOtpzPHLsd4y6DNCjdDXBvFbOwC0XbzHo6lMHd4tKytTu3btzFwlmsjfm0LN3zYTE7v6zG9oSBhA61Je4alzOkOIoVPXa1Lz9SDYIRiadaavsrJSq1ev1oQJEzRo0CCdccYZ3nm33nqrDh8+3OwCAQAA0HxNPtN34sQJTZkyRZs3b5YkGYYhh8MhSSopKdGbb76pL774QqtXr1aXLl3MqRYAAABN0uQzfYsWLdJnn30mSRowYIAiIiK889xutyIjI1VYWKinn366+VUCAACgWZoc+tatWyeHw6EnnnhCq1atUmxsrHdely5dtGzZMhmGoQ8++MCUQgEAANB0TQ59hYWFioyM1OjRo+ucP2DAAEVHR/O9PgAAAAtocuiLjY1VaWlpvaFu+/btOn78eK0zgAAAAAiNJoe+M844Q4Zh6Prrr9eaNWtUUVEhSfrwww+Vk5OjG264QQ6HQ/379zetWAAAADRNk6/enTx5sj788EN9/fXX+vOf/+ydfsMNN0iqupo3LCxMU6ZMaX6VAAAAaJYmn+kbPHiw5syZo5iYGBmG4fMvJiZGDz74oM4++2wz6wUAAEATNOsvclx66aUaNWqU1q9fr2+++UYlJSWKi4tTVlaWzjvvPMXHx5tVJwAAAJqh2X+GrUOHDho3bpwZtQAAACBImvVn2EpLS/X4449r4cKFtaZPnDhRDzzwgH744YdmFQcAAABzNDn0HT9+XFdddZUWL16swsLCWvOOHTumFStWaPz48SopKWl2kQAAAGieJoe+3NxcffXVVzIMQ9HR0bXmJSUlyTAM5efna/Hixc0uEgAAAM3T5ND32muvyeFw6N5779Vdd91Va97ixYs1Y8YMGYaht99+u9lFAgAAoHmaHPoOHjyoyMhI/eY3v6lz/vjx49WuXTsdOHCgycUBAADAHM3+M2z1hbpdu3aprKxMMTExTS4OAAAA5mjyLVuys7O1YcMGTZw4UVOmTFGfPn0UFxen77//Xlu3blVubq4cDof69u1rZr0AAABogiaHvokTJ2rjxo3au3ev7r33Xp/5hmHI4XDot7/9bbMKBAAAQPM1OfQNGzZM99xzj+bMmaPy8nLfFTuduvXWWzVq1KhmFYjgOny40O/8zJQEv/N3FBwzsxwAjdDQ8VktwhnerHX5O84DraE1vFcEsi1m9EIK7DUBzNasv8jxm9/8Ruedd55ef/11bd++XUVFRYqNjVVWVpYuvfRSpaammlUnLCozJaFVvJkDbU1jAoYZz1XXcd6YGqz+XhHotpjRCyBUmv1n2Lp27arrr7/ejFrQQnYUHOMNCgAsysrhGK1bwKHvwIEDCg8PV1JSkvfnQHXv3r3xlSGoAh2iSEzsWucyDQ0LA2g55RUen2k1hw/rO94bOtYbc5zXVcPJdbQWDfWzKY8/eR0EO4RCwKHvZz/7mTp16qSPP/7Y+7PD4WjwcQ6HQ19++WXTKwQAAECzNWp41zAMvz8DAADAmgIOfZdddpni4uJq/RzImT4AAACEXsChb86cOX5/NtvSpUs1d+5cjR49WvPnz681b/PmzXriiSf03//+V+Hh4erXr5/++Mc/qnfv3pKkTz/9VNdcc02d67399ts1efLkoNYOAABgNU2+enf69OmqrKzU448/buoZP5fLpTvvvFPbt29XZGSkz/x//etfuvbaa3XxxRfr3nvv1YkTJ/Twww/r2muv1dq1a9WlSxfvsi+++KK6detW6/E1z1YCAADYRZP/9u7GjRv14Ycfmj7Eu3btWrndbq1Zs0YdOnTwmb906VJ169ZNs2fP1mmnnab+/fvrgQcekMvl0rp162ot26lTJ3Xp0qXWv+joaFPrBQAAaA2aHPouuugiHT9+XOvXrzezHo0aNUpLlizRKaecUuf8hx56SKtWrVJY2I+lV99Gxu12m1oLAABAW9Hk4d1LL71Ux44d0/Tp03XuuedqwIAB6tixY60wVu2yyy4LeL0pKSl+58fExCgmJqbWtPfee0+SdMYZZwT8PAAAAHbS5NA3YcIESVW3bXnnnXf0zjvv1Lmcw+FoVOhrrH379un+++/XiBEjNHTo0Frz8vLytGnTJh04cECJiYmaMGGCLr/88jqD6Y/1Vv0LlerntsyF0QHUYZlaT2K5XrZy9NM8Ld3LgJ6ngWXMqDVY22vJfrbAOoKB49xcwe5nY9fb5NBX8x59obpf344dOzRp0iQlJibqscce806PiIhQly5d5PF4NHPmTDkcDr399tu69957deTIEd100031rjO9e0fFxsa2RPl+pXfvGOoSJEnhYQ3vURk9rFFrfazSy7aCfprHrF46w/1/UyeQY7ShY72hdTRUQ6B1NIdV+mmFXjQXx7m5gtXPkpKIRi3f5NA3e/bspj7UFJs3b9aNN96ozMxMLVq0qNZFH2eeeaY2btxYa/ns7GwdOnRIOTk5mjJlitq1a1fnencdcCkmpjyotfvjcFTtHLsOuGSFe197KhsuYud+VwtU0nhW62VrRz/NY3YvKzyVfucHcow2dKw3tI6Gagi0jqawWj9D2Yvm4jg3V7D76XaXNGr5JoW+zZs3a9euXXK5XEpOTtZFF13U4HfxzLRt2zZNmTJFw4cP17x58+oNcCfr3bu33njjDblcLiUmJta5jGHIEju6VepQADVYok4/LNPLNoJ+mqelehnQczSwjBl1BntbLdXPFlhHMHGcmytY/WzsOhsd+mbMmKEXX3yx1rQnnnhC99xzj6666qrGrq7Rjh49qhtuuEHDhw/XggULFB7u+0ewX3zxRX399de65557ak3ftm2b2rdvX++VwQAAAG1Vo0LfunXrtHr1ap/pFRUV+stf/qI+ffooOzu7WQW5XC6Vl1cNr3o8HpWWlurIkSOSpPj4eC1YsEBlZWW67bbb9L///a/WYyMiItSxY0d16tRJy5cvV3l5ucaPHy+n06m///3veuutt3TLLbfUGRQBAADaskaFvpdeekmS1LVrV91www3q3r27vv76a+Xm5uqHH37Q8uXL9cgjjzSroGnTpmnTpk3enwsLC733Apw9e7Y2btyooqIiXXjhhT6PHTJkiPLy8nTeeefpqaee0rPPPqv/9//+n06cOKH09HTNnDmzRc5GAgAAWE2jQt/27dvlcDj0xBNPeM/ojRo1Sr169dLUqVO1devWZheUl5fnd/64ceMCWs/555+v888/v9n1AAAAtAWN+oscRUVFioqK8hnC/clPfuKdDwAAAOtpVOirrKxUVFSUz/TqaZWVDV+mDgAAgJbX5L+9CwAAgNaj0bdsqaio0ObNm+v8Kxz1zRs8eHDTK0RIHT5c2OAymSkJ9c7bUXDMzHIAW/F3bNUU4Wz+HQkaOtYbqiWQGkL5XhFoL6WGt8WMXgCh0OjQV1xc7P27uzU5HI465zkcDn355ZdNrxCtWmZKAsEPaILGhJS2IJjvFXbrJVCfRg/vGobR6H9oXQhpQNvh73jmWA8N+o5QadSZvrFjxwarDlhMQ29KNX9zTkzs6jM/kGFhAIEpr/D4TKs5hNicEOHvsY05zutbj9XeK+rqpdRwP83oBRBqjQp9s2fPDlYdAAAACCKu3gUAALABQh8AAIANEPoAAABsgNAHAABgA4Q+AAAAGyD0AQAA2AChDwAAwAYIfQAAADZA6AMAALABQh8AAIANEPoAAABsgNAHAABgA4Q+AAAAGyD0AQAA2AChDwAAwAYIfQAAADZA6AMAALABQh8AAIANOENdAFq/w4cL/c7PTEmod96OgmNml4N6+HsdauI1aRkOhyPgZSOc4UGsJDANHedmrKOhfdTfvhloP83opRm9AEKBM30IqUCDCJqnMX3mNQm+nsn0uCnq2zfpJxAYQh+ahLNBgDUE81gMdN3+lmtt7xX11WtGL4BQY3gXTebvza3mb+SJiV195jM8EjrlFZ46p1thCNGOAnk9QhkkzHju5rxXSI17v6irn2b1kkCH1o4zfQAAADZA6AMAALABQh8AAIANEPoAAABsgNAHAABgA4Q+AAAAGyD0AQAA2AChDwAAwAYIfQAAADZA6AMAALABQh8AAIANEPoAAABsgNAHAABgA4Q+AAAAGyD0AQAA2AChDwAAwAYsG/qWLl2qfv36afr06T7zNm/erGuuuUZDhgzR0KFDNWXKFH311Ve1lvnhhx909913a+jQoerfv7/Gjh2r999/v6XKBwAAsBTLhT6Xy6WpU6cqNzdXkZGRPvP/9a9/6dprr1W3bt20YsUK5eTk6Pjx47r22mt15MgR73LTpk3Tp59+qscff1xr1qzRT3/6U9100036/PPPW3JzAAAALMFyoW/t2rVyu91as2aNOnTo4DN/6dKl6tatm2bPnq3TTjtN/fv31wMPPCCXy6V169ZJkj777DN98sknmjlzps4++2z17NlT06dPV//+/fX000+39CYBAACEnDPUBZxs1KhRuvrqqxUeHl7n/IceekjHjx9XWNiPeTUpKUmS5Ha7JUkbN25UVFSUfvKTn9R67MiRI7Vo0SKVlZWpXbt2QdoCnOzw4UK/8zNTEvzO31FwzMxyTNdQ/dWCvR2B1hHhrPvYCnRd+fvq3w6r9MIKzHw97KKh9wqp4b7ST6B+lgt9KSkpfufHxMQoJiam1rT33ntPknTGGWdIknbt2qVu3brJ6ay9eWlpaaqoqNDevXuVmZlZ5/odjqp/oVL93KGswQ6BNsQAACAASURBVGoyUxL8Bo36tEQveyYH9sEuNX07zK7DjOeqazus0gsrMPv14P3APPTSPz6DzBXsfjZ2vZYLfY21b98+3X///RoxYoSGDh0qSSouLlZsbKzPsnFxcZKkoqKieteX3r1jnY9taendO4a6hGYxDEMOE/fyjB5N74eVetmc7bASM7ajrfQi2AzDCHUJQWX2e0VDz4XAWOl9sy0IVj9LSiIatXyrDn07duzQpEmTlJiYqMcee8yUde464FJMTLkp62oKh6Nq59h1wKXW/v7k70xOzTMhiUld61zm8KEfh3p27nc1+vlbupflFZ46p9ccbmrKdphRR80a6ntdGnpNGvN6WKUXVtDU16OaHfrUUA8as2/6W5cdetlcbekzyAqC3U+3u6RRy7fa0Ld582bdeOONyszM1KJFi2pd9BEfH6/9+/f7PKb6DF/79u3rXa9hyBI7ulXqaBEBbGdzemGlXlqhjoBqaGAZM7bDCr2wAvrQSC2wb8Ja75ttQbD62dh1Wu7q3UBs27ZNU6ZM0ZAhQ7R06VKfq3wzMjJ08OBBlZfXPmO3e/duRUREKDU1tSXLBQAACLlWF/qOHj2qG264QcOHD9eCBQvqvAr3nHPOUWlpqT7++ONa09evX6+RI0cqIqJxY+AAAACtneWGd10ul/cMncfjUWlpqfemy/Hx8VqwYIHKysp022236X//+1+tx0ZERKhjx44aMGCAzj33XM2aNUuzZ89W9+7dtXz5cuXn5+uhhx5q8W0CAAAINcuFvmnTpmnTpk3enwsLC7V+/XpJ0uzZs7Vx40YVFRXpwgsv9HnskCFDlJeXJ0l67LHH9Mgjj+iWW25RcXGxevfurdzcXPXt27dlNgQAAMBCLBf6qkNbfcaNGxfQemJjYzVr1izNmjXLjLIAAABatVb3nT4AAAA0HqEPAADABgh9AAAANkDoAwAAsAFCHwAAgA0Q+gAAAGyA0AcAAGADhD4AAAAbIPQBAADYAKEPAADABgh9AAAANkDoAwAAsAFCHwAAgA04Q10AcPhwYYPLZKYk1DtvR8ExM8tp1HPXFOEMb9a6GtoOM+toSEOvSUO1BLsXVtCSrwd+FMj7BYC6caYPrV6gH75WW3djnqsl67ACq2+v1esDgLoQ+hASreFMTlvkr++8Ji0vfx89D0Sg+yb9BPxjeBch05jhzMTErj7zW3qYp7zC4zOt5tBdfdtj9nY0tY5A+HtsY7ajpXphBU15PRwOKaNHR+3c7wpqbW2Jv32TfgKB4UwfAACADRD6AAAAbIDQBwAAYAOEPgAAABsg9AEAANgAoQ8AAMAGCH0AAAA2QOgDAACwAUIfAACADRD6AAAAbIDQBwAAYAOEPgAAABsg9AEAANgAoQ8AAMAGCH0AAAA2QOgDAACwAUIfAACADRD6AAAAbMAZ6gKAQBw+XOh3fmZKQr3z8vcda/Jja4pwhge0nD/N2Q4z62iuhrbDjHX468WOAv+vaXMFuk9I1ng9ACAQnOlDm9czuf4P8MZ8uMM6gvm6sU8AaKsIfbCsYJ/NMZO/WltyO4L5XA2dMQ2khtb0mprBbtsLwNoY3oWl+fvQrHlGJjGxq8/8xg5Blld4fKbVHLprzgd4c7ZDqr0toQwShmFo536XDKPp62jJ17S56tonJPP2CwBoSZzpAwAAsAFCHwAAgA0Q+gAAAGyA0AcAAGADhD4AAAAbIPQBAADYgGVD39KlS9WvXz9Nnz69zvkff/yxhg8fruHDh/vMe+WVV5SVlVXnv7feeivYpQMAAFiO5e7T53K5dOedd2r79u2KjIz0me/xePTkk09qyZIl6ty5s06cOFHvujZu3OgzrUOHDqbWCwAA0BpY7kzf2rVr5Xa7tWbNmjoDWn5+vl5//XUtX75cgwcP9ruuLl26+Pxr165dsEoHAACwLMud6Rs1apSuvvpqhYfX/UfMk5KS9Morr6hjx44tXBkAAEDrZbnQl5KS4nc+w7MAAACNZ7nQZ6b58+dr/fr1OnLkiFJSUjRlyhRdeOGFfh/jcFT9C5Xq5w5lDa1SA/0yo58t8poE8Byh2jdafN9sgdfUDE2pg+PcXPTTPPTSXMHuZ2PX2yZDX1RUlBITE+V0OvXII4/o+PHjeumll/SHP/xBDz/8sC677LJ6H5vevaNiY2NbsNr660DgwsP87/kZPRrupzPc/1dcA1lHczW0HS1Vhz8ttW+a8Zo2V0P7RHPr4Dg3F/00D700V7D6WVIS0ajl22ToGzNmjMaMGVNr2qBBg7Rnzx49+eSTfkPfrgMuxcSUB7vEejkcVTvHrgMuGUbIymh1PJX+m7Vzv6vBdVR4Kpu9juZqaDtaqo66tPS+acZr2lwN7RNNrYPj3Fz00zz00lzB7qfbXdKo5dtk6KvP6aefrq1bt/pdxjBkiR3dKnW0Gg30yoxetsjrEcBzhHq/aLF9swVeUzM0pw6Oc3PRT/PQS3MFq5+NXaflbtlihpycHC1cuNBn+rZt25Senh6CigAAAELLcmf6XC6Xysurhlc9Ho9KS0t15MgRSVJ8fLw8Ho/cbrck6cSJE6qsrPTOj4qKUnx8vKKjozVv3jxVVlZqzJgx8ng8WrlypbZu3aq5c+eGZsMAAABCyHKhb9q0adq0aZP358LCQq1fv16SNHv2bO3fv19PPfVUrceMGDFCkjR27FjNmTNHEyZMUHR0tFasWKElS5bI4/EoKytLTzzxRINX7wIAALRFlgt9eXl5DS4zbdq0Bpe5/PLLdfnll5tREgAAQKtnudAHNMXhw4V+52emJDS4jghn3X8FpiU1tB120tzXdEfBsSY/tpoV9gkAMEubvJADAOoLdoEGPgBoawh9aLX8nclpTc/VmHW35DaHQmvbvtZWLwB7Y3gXrVqgQ3iJiV3rXKbmEGIoP8AJDz8y8zVtSHmFx2dazSFdXhcAbQln+gAAAGyA0AcAAGADhD4AAAAbIPQBAADYAKEPAADABgh9AAAANkDoAwAAsAFCHwAAgA0Q+gAAAGyA0AcAAGADhD4AAAAbIPQBAADYAKEPAADABgh9AAAANkDoAwAAsAFCHwAAgA0Q+gAAAGyA0AcAAGADhD4AAAAbcIa6AKAlHD5cGOoSYLJAXtPMlAS/8yOc4WaVAwCWx5k+AAAAGyD0oc3K33cs4GV3FAS+LEKnJV8n9gkAbQ3Du2jTDMPQzv0uGUaoK4FZGgpjNYd0ExO7+syvOSxMsANgJ5zpAwAAsAFCHwAAgA0Q+gAAAGyA0AcAAGADhD4AAAAbIPQBAADYAKEPAADABgh9AAAANkDoAwAAsAFCHwAAgA0Q+gAAAGyA0AcAAGADhD4AAAAbIPQBAADYAKEPAADABgh9AAAANkDoAwAAsAFCHwAAgA1YNvQtXbpU/fr10/Tp0+uc//HHH2v48OEaPnx4nfMLCwt1yy23aPDgwcrOztb48eO1ZcuWYJYMAABgWc5QF3Ayl8ulO++8U9u3b1dkZKTPfI/HoyeffFJLlixR586ddeLECZ9lysrKNHHiRMXExCg3N1eRkZFatmyZJk2apNdff10pKSktsSkAQuzw4cJQlwAAlmG5M31r166V2+3WmjVr1KFDB5/5+fn5ev3117V8+XINHjy4znWsW7dOO3fu1KOPPqrs7GxlZWVp1qxZat++vZ555plgbwIAAIDlWO5M36hRo3T11VcrPDy8zvlJSUl65ZVX1LFjx3rXsWHDBqWlpSkjI8M7zel0atiwYfrwww9NrxmAdewoOKbMlISAlgMAO7Fc6Gto6LWus38n27VrV53rSUtL0yuvvKLjx48rOjq6yTUCsDYCHQD4slzoM0NJSYmSk5N9psfFxUmSioqK6g19DkfVv1Cpfu5Q1tBW0Etz0U/z0Etz0U/z0EtzBbufjV1vmwx9zZHevaNiY2NDXYbSu9c/fI3GoZfmop/moZfmop/moZfmClY/S0oiGrV8mwx98fHxKikp8ZleVFQkh8Oh9u3b1/vYXQdciokpD2Z5fjkcVTvHrgMuGUbIymgT6KW56Kd56KW56Kd56KW5gt1Pt9s36/jTJkNfRkaGvvjiC5/pu3fvVo8ePRQVFVXvYw1DltjRrVJHW0AvzUU/zUMvzUU/zUMvzRWsfjZ2nZa7ZYsZzjnnHBUUFGjHjh3eaWVlZdqwYYPOPffcEFYGAAAQGpY70+dyuVReXjW86vF4VFpaqiNHjkiqGrb1eDxyu92SpBMnTqiystI7PyoqSvHx8brgggvUu3dv3X777Zo5c6bi4uK0cOFClZeX67rrrgvNhgEAAISQ5ULftGnTtGnTJu/PhYWFWr9+vSRp9uzZ2r9/v5566qlajxkxYoQkaezYsZozZ46cTqeeffZZzZ49W5MnT1ZZWZkGDhyovLw8de3ateU2BgAAwCIsF/ry8vIaXGbatGkNLtO5c2c99thjZpQEAADQ6rXJ7/QBAACgNkIfAACADRD6AAAAbIDQBwAAYAOEPgAAABuw3NW7oWDUuKV19T0AQ8XhqPpbem53CXdDbyZ6aS76aR56aS76aR56aa5g97NmZjECeAJCn2o37ScDe4WwEgAAgMZzu92Ki4vzuwzDuwAAADbgMAI5H9jGVVZW6rvvvpMkxcTEyOFwhLgiAAAA/wzD8I5Wdu7cWWFh/s/lEfoAAABsgOFdAAAAGyD0AQAA2AChDwAAwAYIfQAAADZA6ANM8sknn2jlypWhLgPwqqysVElJSchvOg/AGrg5s414PB55PB61a9cu1KW0OZ999pmuvfZa/fGPfwx1Ka3ejh07tHHjRh08eFCnnXaaLr/88lCX1CoVFxdr1qxZ2r17t3744Qddc801uuiii9SpU6dQl9ZqnThxQu+++66Ki4uVkJCg888/X04nH6NNVVFRIZfLJY/Ho06dOikiIiLUJbV54TNnzpwZ6iIQfG63W7///e8VERGhU089VeHh4aEuqc3YtGmTJk6cqNtuu01TpkwJdTmt2ubNmzV58mQVFxfrP//5j1599VUVFRVp5MiRoS6tVSkuLta4cePkdDo1YMAAHT9+XKtXr1Z2drZ69uwZ6vJapeLiYv3qV7/S1q1btWHDBr322mv65JNPFBsbq549e3J/10YqLi7WLbfcouXLl2vBggXavXu3OnfurO7du4e6tDaNX1FsYvXq1dqwYYPy8/PVrl07nXvuufxWZYLNmzdr0qRJmj59uiZPniypakitoRtkwtfOnTt16623atKkSbr++ut1+PBhvfTSS3r22Wc1btw49erViw/WAHg8Ht13333q1auXnnrqKe/0Sy+9VG+99ZZGjx4dwupap/Lyct14441KT0/X/PnzVVJSokOHDmn69Ol6+OGHVVhYqAkTJnDcB8jtduvqq69Wenq6Jk2apIKCAuXm5qqsrExpaWnq3LlzqEtss9hDbeLAgQMaPHiwevbsqbvvvlvvv/++ysrKQl1Wq/bNN99o8uTJGjdunK677jpJUllZmcLCwuRyubR371599tlnKioqCnGl1lZ9f/iPPvpIPXv21HXXXSeHw6GkpCQNHTpUSUlJ6tChg44dOxbiSluHkpISHThwQBdeeKEk6fjx45Kkfv366cwzz9R//vMf5efne/8KERp26NAh/e9//9Ovf/1rRUZGqmPHjurdu7fy8vIUFhamZ555RsuWLQvoD95Deu6559ShQwc9/vjjuuyyyzRt2jTddtttWr9+vQ4cOBDq8to0Qp9NHDt2TCNGjNBDDz2k3r17695779U///lPgl8z7N27VwkJCSopKdG///1vSVK7du30zTff6Prrr9eECRM0YcIEXXHFFVqxYgUfCPWoPnt36NAh7du3r1YYcTqdKi4u1tSpUzVu3Djdeuut+uqrr0JVaqvg8Xi0e/dub5+io6Pl8Xj0xRdfaPXq1ZowYYKuvPJK3XXXXfrmm29CXG3r4Ha7tWPHDu8vHmFhYSovL1eXLl00duxYVVZWav369frggw9CXGnrUFBQoISEBG8fJWnMmDGKiYnxvpciOAh9NhEXF6ekpCR16dJFDzzwgPr06eM3+BFQGnb++efrj3/8o/Lz85WTk6Nvv/1WLpdL06ZNU9++fXX33XdrxYoVcjgceuaZZ/TFF1+EumRLS0tL0969e7Vq1Sp98skn+vzzz3Xddddp2LBhuuqqqzR16lT985//1COPPKLvv/8+1OVaVlRUlH76059qyJAh3mk33XSToqOjddddd+mDDz7Q9ddfr+3btysnJ8d7JhD1a9++vU477TS9/PLL3qBcPZQbGxurK6+8UuXl5Vy9H6CysjJt2bJFkrwXwnTq1EnR0dFcaR5kXMjRRhmGIYfD4f3vOeeco4yMDIWHh6tDhw4688wztX37dq1evVrp6elKTU31Xtxx5MgRxcbGhngLrMnlcumHH37Q999/r/j4eGVlZSk+Pl7vv/++tm/frk8++URnnXWWpk+frl69eql79+4aPXq0cnNzlZCQoJ/85Ceh3gTLKCsrU2lpqfe7pX379tWxY8e0evVqffTRR3rzzTc1YsQIPfjggxowYID69eunvn376q9//au6du2q7OzsEG+BtVT/ohYREaFhw4apV69ekqqGd3v06KEbbrhBGRkZioyM1FlnnaV9+/bp3Xff1RVXXMHxfpKKigodPXpU3333nTp27Ki4uDiVlpZq9erVOnbsmLp166Zu3bopPz9fd9xxh2644Qb96le/0ty5c5Wdna2UlJRQb4LlVH8WSVVXQQ8aNEj9+vWTw+FQRUWFKioq9Pzzz+unP/2p+vXrF+Jq2y4u5Ghj3G63du/erT59+ngvKKg+2GreqiU1NVWzZs3SfffdpxkzZuj+++/XhRdeqEcffVQvvfSSPvjgA0VGRvLF+Ro+//xzPfroozp06JDatWun9PR03XHHHbr44ovVrl07PfXUUzp69KhGjhzp7bXH41FCQoKSk5N14sSJEG+Bdfz73/9Wbm6udu3apdTUVPXu3Vu///3vde+99+qqq65SXFycbrrpJmVnZ9fab7OystS1a1e5XK4QVm8dbrdbTz/9tC677DJlZmbKMAwZhuENcYZhKDo6utZZv7KyMrVr1059+vTRxx9/zJX8JykuLtZdd92l/Px8HT16VP3799fjjz+uiRMnqrS0VEuWLNF7772ntLQ0ffvtt7rqqqt09tln68SJE0pKSmLfPInH41F4eLgcDof3/3/5y1/W+mxxOp06ceKEysvLfW6B8/TTT6t79+667LLLWrr0Nonh3TakvLxcl19+ucaNG6dNmzYpLCxMlZWV9Qa31NRUzZw5U3369NFf/vIX/e53v9PKlSuVk5OjqKgoAl8NW7du1eTJkzV06FDdcccduuqqq7Rjxw5dc801evXVVzV69GhNmzZNF198sS699FLv48LDw1VcXCyHw6G0tLQQboF1bNmyRb/97W/VsWNHXXTRRSovL1dubq6uvvpqFRQUKDMzU/Hx8XK73aqsrKz12PDwcMXGxiopKSlE1VuHYRi677779Oyzz2rRokXatWuXHA5HreO25v9Xf42jOkR/+eWXSk5OVlRUVMsWbmFut1tXXHGFJGnSpEn69a9/ra1bt2rq1KmSpKlTp+qpp57S7bffrgsuuEBz585V9WBZWFiYunTpoujo6FCVbzlut1vXX3+9XnnlFUlVx6/H46n3syUsLEyRkZHen5944gk9/fTT3rPWaD7O9LUh1Tdf7t69uyZPnqycnBwNHTrU7y1E0tLS9Mgjj+iSSy7R559/rhUrVqh3794tXLl1GYah8vJyvfDCCxo7dqxuvvlm77wLL7xQd9xxh2bOnOm9BcH5558vqerCmYqKClVWVuqee+6R0+nUlVdeGarNsIzi4mLNmzdPv/3tbzV9+nTvtPXr1+vxxx/XTTfdpEceeUSnn366srOz9cQTTyg9PV29evVSeHi47rzzTkVERGjs2LEh3pLQczgcOnbsmJKTk/XBBx+osrJSN998s0499VSfZQ8dOqS3335b4eHhSk1N1fvvv68333xTy5cvV0xMTMsXb1FLlixRcnKy5s6dq3bt2qmsrEydO3fWww8/rA0bNmjkyJEaPHiwBg8eLKnq/eHgwYOKjIzU888/r7179/L+WcPKlSv10Ucf6eDBg4qIiNAvfvELhYeH1xrqrVZaWuo9Cy1JCxYsUG5urlatWqU+ffqEovw2idDXhnz11Vf64YcfdN9992nFihWaMmWKnnnmmQaD36pVq1RWVqa//e1v/EZ1kuph8YKCAqWmpnqnG4ah7t276/nnn9d1112nuXPnKj4+XhdffLF2796tRx99VN988406dOigyMhI/e1vf/P+lmvn4TSn06nvvvtOXbp0kVR1T8O4uDiNGTNGSUlJmjFjhv70pz/p2Wef1R/+8AcdPHhQv/vd79S5c2e1b99e7dq1o5eq6tvRo0d16NAhLVy4UP/85z+Vk5MjSfUGvxdffFG7d+9WYmKiTjnlFC1btozj/SQ7d+5UWFiYN3hU39P00UcfVWFhYa1lKyoq9MUXX+jPf/6zIiMjVVRUpMWLF6tr166hKN2S9u7dq7S0NLVr104LFiyQw+HQJZdcUuv75tKPQ8DR0dGqqKhQTk6OcnNz9cILL/D9PpMR+tqQ8vJyhYeHa+TIkerUqZPmzZvXYPBbvXq1Fi5cqJdffpkPgDpUn+nr2LGjDh8+rKKiIsXFxcnhcHj7mZOTo2uuuUZPPvmkhg8frp49e+qcc85Rv379dOqpp+qiiy5SeHi4KioqbP8nm9xut9xut/73v/9Jkvc7aBERERo8eLBmzZqlP/3pT7rrrruUm5ur3NxcvfzyyyoqKlLnzp31y1/+kl6qahgsNjZWycnJqqio0A033CC3263ly5dL+jH4Vfc3KSlJS5cuVUlJicrKytSlSxd16NAhxFthHYZhqLKyUsXFxTp69KhKSkq8Z0ATExPVrVs37xXj1ce90+lUt27dNGXKFMXGxmrQoEH8NYn/U1lZqYqKCh08eNB7U+sZM2ZowYIFkuQT/MLDwxUXF6d+/frp1ltvVbt27bRixQoCXxBw9W4b0qNHD6WlpSkrK0s9evRQamqq8vPzlZubq4EDByo1NVUej6dW8DvllFN05ZVXKisrK4SVW1f1G1JUVJT++te/KikpSQMGDJBhGN7vTIaHh+uMM87Qiy++qMOHD+vcc89Vv379NGTIEPXq1UthYWHyeDy2DinVoqOj5XK59Mwzz2jIkCFKTk72zgsLC/PeiPnFF19U165d1bdvX/Xv31+DBg1S79696WUNTqdTqamp6tu3rxwOh4YOHSq326033nhDhYWFysrKUkJCgveDtbKyUl26dFGnTp34Ht9JHA6HwsLCFB0draSkJA0ZMsT7/cjS0lK98MILGjx4sLKzs2udoerQoYP69evnvYofVarfN/fs2aPOnTtrxIgRSklJ0WeffaYNGzaoU6dO3r+wU/29XYfDoYKCAu3Zs0fLly9nmDxICH1tRPUbUXp6uqSqA6i+4CdJK1as0Pfff6++ffsqISEhlKVbnmEYSk5O1tGjR7Vo0SJlZmbqtNNO8wY/qeoeU7t379bOnTt18cUX+4QS/jzTj9q3b69t27bpvffeU//+/b0XZRiGIafTqbS0NL399tve+82djF7+eLwnJSV5r4oMCwurM/h16tRJCxcu1H/+8x8NGDDAtkPiDTEMQz179tTAgQNrTS8pKVFOTo5++tOfegO2VPUeevDgQWVkZEgSF77V4dRTT1WfPn283yWtL/g5HA4dOXJEI0eO1CWXXMItb4KI0NdGVL/hVB9A1R8KJwe/4cOHa+3atZo/f74mT56sTp06hbhy66v+rbV79+46ePCgFi9erIyMDJ/h8B07dmjv3r3eIUjULTExUZGRkfrkk0/06aef6vTTT1fXrl1VWVkpwzAUFRWlLVu2yOPxeC+MQW0nB4zqM6DVwa+kpERr167VsWPHtHHjRj333HO64447uOrZj/pCW3FxsVauXKkxY8aoZ8+ekqquKn3sscc0bdo0nXLKKQS+esTGxta6cKO+4LdgwQKtWrVK559/vjp27Bjqsts0Ql8rU3Ooxt8bTfUNL8PCwrzBr6CgQAsWLNCWLVuUl5fH6fNG6ty5s9LS0nTkyBEtXrxYUVFRSklJUWxsrMrKyrR48WIlJyfzB+39qN5/Tz/9dIWFhenTTz/Vu+++q8zMTKWmpnrvK7lkyRLvEDnqV3OoMSwszHvMDx06VBUVFVq2bJl2797NFZDNUFxcrJdfflkXXXSRUlNTNX/+fC1ZskR/+9vfdPrpp4e6vFah5omI1NRUJScna/Pmzfrkk0+0YcMGvfzyy5o7d26tr3sgOPhiTCty/Phx3X///ZowYYL69Onjc9l79RVQx48fV3R0tJxOp/dLx0OGDFGXLl0UHx+vlStXKjMzM4Rb0vpUXziQmZmpu+++W6mpqZo7d67WrVunuLg4VVZWyuVy6a9//ask1XlLAlS9+ZeXlysiIkK/+c1vlJqaqoULF2rixIkaO3as4uLitHPnThUVFXnvjWZ31f2q73j/4YcfVFFRoU6dOsnpdHqnO51OxcbGatWqVRzvJ6nvyu/q47zmrUNiY2PlcDi0Z88ebd++Xc8995xWrlzJRQYBqHnxYM2L30aMGKHo6GhNnDhR3333nV599VUCdAvhyzGtyDvvvKM33nhDs2fP1jfffOP97UmqerMKDw/X/v37dfPNN2vbtm2Sfvz+0/z58/X2229r2bJlfADUw+Px+EyrHnJ0Op1au3atrrjiCsXHx+uuu+7S8uXLNXz4cKWnp2vUqFFas2aNIiIiVFFRQeA7SfVVpNVX6q5bt0433nijRo4cqYcfflj33HOPdu3apT179iglJUWvvfaaN8DY2bvvvqtnnnlGkvT3v/9dP/zwg6QfQ8u+fft04YUXKSMuaAAAIABJREFU6vPPP/c+Jjw8XE8//bSefPJJLV26lOO9DtWB7/Dhw5KqjvPqC4QKCgo0fvx47d+/X1LVe2haWprmzJmjnJwcbiNykvqO0eqvG3z33Xf67LPPav2FKKnqLxyFh4drxYoVBL6WZKBVWbJkiXHOOecYV199tfH1118bhmEY5eXlhmEYRkFBgTFy5Ejj3nvvrfWYvXv3Gtdff73x73//u8XrbS0qKysNwzAMt9tt3HfffcaePXtqzX/nnXeMwYMHG0uWLKm1/MkqKiqCWmdr0FAP3nnnHeOss84yli9fXmt6aWlprZ+r92u7OnHihLFo0SLjV7/6lTF69Ghj9OjRhmEYhsfjMQzDMPbv32+MGjXKuPvuu2vtj5WVlcacOXOML7/8MiR1txaPPfaYce6559ba7/bt22ece+65xm233Varp6tWrTKGDBlifPXVV6Eo1bJq9uipp54yduzYYRjGj+8B+/btM8466yzv+2a1lStXGv379ze2bt3aYrWiCqGvlSgrK/P+/7PPPmuMGjWqVvD7/vvvjZ///OfGnXfe6RNIPB6PUVxc3KL1tibV4cLj8Rjbtm0zsrKyjDvuuMPYu3evYRiG8e233xoDBgwwVq1a5fPY+sKfXVW/2RcXFxtz5841ZsyYYeTk5BhFRUWGYRjG1q1bjaysrDp7WR1mDIO+VisrKzNGjBhh9O/f31i0aJF3utvtNiZPnmzcd999PoEPDfN4PMaSJUuMESNGGB988IFhGIZx9OhRY+TIkcaMGTN8+vj9998bR48eDUWpllXzl7sXXnjBGD16tFFSUuKddvDgQWPYsGHGjBkzah3bhlH1i191QETL4kKOVsAwjFrfPznzzDNVUVGhjz76SJ9//rmys7PVrVs3paSkaOLEiT63tKj+qxLwVT2kU1xcrHvuuUfffvutDh48qC1btqiwsFBnnnmmUlNTNWzYMJ133nk+j2cY90fG/93CpqSkRJdeeqn27NmjgoICvfPOO9q2bZsyMjLUo0cPjRgxQj//+c99Hl/f34y1G+P/vrtXUVGhf/3rX/r000/VsWNHff755woLC9OAAQMUERGhvn37auzYsfStkar308zMTL3yyis6cuSILrroIkVHR6tbt2667rrrfPoYGRnJ39Q9SfXnzPLly7V161YNGjRII0eOVFlZmRwOh5577jnvd6Crl63et3v27MmdI0KE0NcKVL8B3XnnnXrrrbd0wQUX+AS/gQMHeu8vxRt/4MLCwnT8+HGNGzdOCQkJGjt2rH7+858rISFB69at03//+1+dffbZ3ls1oG7V3ymtrKzU4sWLFRMTo+eee05jxozR4MGDtXr1an322Wc666yzNGjQoFCXa1k1b55efeX9+PHjdckll+jtt9/Wxx9/LIfDoezsbJ1yyilcMBSAk29IXx2oo6Ki1LFjRy1btuz/t3fncVGV+wPHP7OwowgMaArIKruAkYYokKK5a3FzyRRXrMxWq3u79avbvl0NXJIsUUFFwMSNSjFRywVLI4pcE8QNRUiWQRiG8/vD5jS4ZAsK3nne/wQ48HrOt7N8z7N8H7y8vPD09MTb21vE808oLS3liSee4Pjx4zg5OTFgwABUKhUKhYKgoCDuuece8VLSxoik7zZx8eJFdu/ezbp166ioqCA6OlpO/L766iv27dtHcHAwGo3mhuVchObWrl3L7t27SUpKws/PDxcXF0JDQ3Fzc2PVqlWUlJQQFBQktq36HUqlEq1Wy+rVqykuLiY2NhYfHx9sbGxwd3fnrrvuYvXq1Rw7dkzelk4kLM0Zryh9//33WbJkCUlJSdjZ2RESEsI999zD1q1b2b17N+bm5gQHB6NUKikrK8PW1raVW992GRK+xMRETpw4QWBgoPwzlUolJ9JRUVHi3nkDV16zdnZ2REZGsmvXLvbs2YNGo5EXuajVahHLNkgkfW3UlTcfS0tLuRp8amoqFy5cICYmhh49eqDX69m1axcFBQX4+fnh7Ozcii1v+66M7Q8//EBubi4DBw6Ui9eam5vj4uJCVVUVa9eupbKyksDAQNq3b99azW7z1q9fzyuvvMLRo0fp06ePvCJPkiQ6depE165d+eijj3B0dKR79+7igXAFQyIya9YsCgsL6d27N97e3nTq1Alvb29sbW3lxO+rr76ioqKCL7/8koMHDxIeHi4Kgv+OgoICFi5cSHZ2Nvv37+fSpUv4+fmh0WiQJIkPP/yQgQMH4ujo2NpNbbOMe0xramqAy/fSO+64g5CQEPbu3UtBQQG2trb4+fn9oXqywq0nkr42SKfTydt4Gb/F29ra4uXlhUKhIC0trVniJ0kSGzZsoKSkhEGDBqFUKsXFdg2G+TwNDQ3yQ7KsrIz169fj5OREQEAAFhYWwOXET6FQsGfPHoqKiigtLWXIkCGt2fw25cq3/oCAAOzt7dm2bRunT58mJCQEjUYjf8ba2prNmzfTqVMnevfu3VrNbtM2b97M+vXr+eSTT+jfvz8RERHNSq7Y2toSGxvLtm3b+PrrryksLORf//qX2GnjClcO6Xbq1Im4uDjuvvtu8vLy2LlzJ9nZ2XTu3BkfHx/Ky8s5dOgQERERYl/nazDuhX7nnXdYsWIF6enpNDY24ubmRteuXenevTubN2/m22+/FYlfGyaSvjbi0qVLbNq0CT8/P/nieu6551i3bh3+/v5oNBoA2rVrh7e3N5IkkZaWRk1NDX369CEsLAwbGxsmTJggtgX6HQqFgoaGBuLj48nJyWHkyJF4enpy8eJFli9fTseOHfHw8JAXvpSWlmJhYcHkyZNZsGABjo6OBAcHt/JRtD7jOXz19fU0NDRgZmZG9+7dsbKyYt26dVRVVdG1a1f53FWr1axcuZLg4GCx0wa/1S403q1g3759HDp0iPj4eHlLRYNjx46xadMmIiIiuPfee4mIiOCxxx7D3d299Q6iDTJOUDIzM9m4cSNff/01Dg4OhIeHM2TIELp168bRo0fJyMjgp59+4sKFC1RWVjJgwACsra1b+QjaFsOLMsDDDz/MgQMHGDlyJMXFxWzevJmLFy8SHByMu7u7nPh9//33qFQqgoKCxLOojRFJXxtQU1PDmDFjWL9+PdbW1oSEhACX93Jds2YNFy9exMPDQ3542tra4u7uzjfffENubi6nTp0iNjaWkJAQsW/hH6DVaikqKmLPnj388MMPDB48mKioKI4ePcry5ctRKBRYWVmhUqmYN28ednZ2DB06lC+//BIHBwf69OnT2ofQqoxXPL/yyissXbqUjRs38sMPP8g9z1ZWVixbtozvv/8etVrN8ePHWbhwIVVVVcyZM+eqFeamqLa2Fmg+9+nQoUNkZGQwdOhQHB0dm/WS5Ofn89prrzFo0CA6depE586dxVy+KzQ1NckJ38yZM9m6dSvnzp2jsLCQpUuXYmNjw1133YWHhwcjR47EyckJvV7Pli1bOHv2LBMnThQxvYLh/Js3bx779u1jzZo1hIeHU1VVRW5uLidOnKC6upru3bvLPX7p6emcOHGCIUOGyCMnQtsgkr5WptVqiYiIwM/PD1tbW77++mskSSIsLIy77rqL9u3bk5KSQmVlJZ6ennLiZ2dnR0lJCUqlksLCQoYNG4a1tbV4q7qGK4cXLCwsCAsLQ6vVyit0Bw0aRL9+/SgvLyclJYWNGzeSlZWFTqcjMTGRdu3asXnzZnx9fU169alxWZa4uDhUKhU9e/akrq6OXbt2kZWVRUxMDNHR0bRv355PP/2UvLw8bGxs8PX15b333kOtVst7xJqauro6kpOT+fjjj5k7dy5r166ltLQUR0dHHB0d0Wg0fPXVV2zfvp2ePXtib28vD1WeOnWKwsJCxo0bJ8qHXIfhOn/55ZcpKirio48+YsqUKfTt2xe9Xs/ixYuxtramR48eAPj6+tK3b19iY2OZMmUKXbp0ac3mtwmXLl2isLAQjUbTbJ7okiVLCA4OJjY2luTkZBYvXkxiYiIVFRWsXbuWxsZG/P39cXZ2Ji4ujgEDBoj55W2QSPpa2S+//IJer+edd94hKiqKrVu3smfPHpqamggLCyMkJARbW1uWLVtGZWUlXl5e8mTjL7/8knvvvZcXX3wRe3t7kfBdh2FIt7S0VO4JtbKyIjAwkPr6ejZt2sShQ4cYMmQIMTExeHl5ERgYSHR0NC+88AKWlpa8//775Ofn8/zzz5v0Kl7DHJ1XX30Va2tr5s+fT0REBIMHD6asrIy8vDwiIyNxd3cnJCQEOzs7duzYQXBwcLOeFVOcN1VTU8PYsWOpra3F1dWVfv36oVar2bBhA3l5eajVaiIiIjA3N+fLL79k7969hIWFydf72rVrKSsrY9SoUaL35FeNjY3N9neVJIny8nKSk5OZNm0avXr1QqlUytMyLl26RHJyMnfeeSeurq7y7zg5OZn0dW1QX1/PgAEDWLduHYGBgXTu3BmlUkl9fT0rVqxgxIgRnDx5kgULFvDaa68RExNDnz595Jfnjz/+mNTUVKZPn46Tk1NrH45wDaZ3521DDDeb559/HoCOHTsyb948Hn/8cZYvXw7AlClTmDRpEgBvv/021dXV3HPPPZw5c4bc3FymT58uhiNuQK/XM27cOCwsLPi///s/eVWpvb09CQkJNDY2kpqailqt5t1332Xw4MHA5QfK448/zunTp7lw4QLJycnyg8KUKZVKjh07RlBQkJy8bd26laysLF577TWio6M5ffo0nTt3ZsKECdTX1/P++++j1WqZNm2aSe6zqdVqGTNmDD4+Prz22mvY2NjIicqjjz7K448/zocffoiZmRmjR4+WH7JxcXH06NEDhUJBYWEhy5cvFyvIf6XT6Rg7dizDhw/nwQcflBdeVVVV8fPPP8uJcUNDA+bm5mg0GuLj4ykoKCAzM5M777wTMzMz8bJsRKfTIUkSFy9e5OWXX+bll1+md+/eWFhYkJKSgq2tLa+99hoeHh707NkTvV6PhYUFbm5udOvWjaamJkaPHi2eSW2Y6OlrRVfebPR6PXZ2dvTt25e8vDz27NmDXq+nR48ehIaG4uzsTE5ODrt37+bUqVMsWLAAT0/PVmp922a8slSpVGJubk5mZianT5/G29tbHia3srKiR48e5OXlsWvXLvLz87nvvvsAOHjwICdOnCAyMpJnnnnG5DauP3nyJAUFBezcuRNra2vatWuHSqWipqaG5ORk7rjjDmJjY/n88895/vnnee655xgzZgwHDx7kiSeewMfHh86dO9OjRw9sbW1ZsmQJjY2N9OnTx6TKi0iSxAcffIAkSbz77rvY2trK52ZTUxMdOnRg4MCBbN26lZ07d9K3b1+io6Px8vJCo9FQU1ODl5cXL730Et26dWvlo2k7VCoVP/74I0uXLsXZ2Zlu3bqhUqmwt7dn48aNnDx5khEjRqBSqeTV+h06dGDbtm3U1dVdtZuJqWtqasLCwgKlUolSqUSSJNasWYOfnx+urq5YWlqi0+lITk6mtraWCRMmyFM9fvrpJ5555hliY2NF2Zs2TiR9bYhSqbwq8cvPz8fS0pKgoCACAwOJiYkhLi6O8ePH07Vr19Zucpty9uxZqqqqaNeuXbMVkZIk4e/vT9euXfnkk084c+ZMs8TP3NycAwcO4Orqio2NDQMHDkShUODk5ER0dDTdu3c3uaGfb7/9lieffJLc3FxycnI4c+YM/fr1w9zcHHNzc6qrq1m+fDlarZZ58+Yxe/Zsxo0bB0BhYSF79uxhypQpWFpaolAoCA0Nxd7enqFDh5rcPB+FQkFycjJhYWFERERctUOBXq/HxsaGPn36sHTpUurr64mJicHFxYW7776bIUOGEBkZKbatuoZ77rmH6upqEhMT6dixI15eXnLvXXp6OqWlpcTGxjZ7ycjNzaVz585ERkZetULalBni0NDQwKpVq3jkkUewtbVl3rx5+Pv74+rqilqtpqKigvXr19PU1ISLiwsrVqxg9+7djBw5EktLy1Y+CuFGRNLXxhgnfpGRkXzxxRccPHiQwYMHY2Fhgb29PQ4ODqKswBV++uknBg8eTFFREfv37yckJASlUikPPyoUCnx8fHB3d78q8dPr9eTm5jJ69GimTZuGUqk02YUGAPv372fKlCmMGTOGxx57jOeff57evXvj4OAgJ9K2trYcO3aMzz//nJEjR/L4448Dlx8Yb7/9Ng4ODtx///3N6nQZtg4zJZIkUVZWxpw5c5g4cSIeHh5X1Tc0vuYrKyvZsWMHo0aNQq1Wm+w5eCPGi7MiIyOpra0lMTGRTp06ERQUhKurK3V1dWRnZ1NYWEhAQABlZWWkpaWxceNG/vOf/4jSVkaMz8kuXbpw8uRJ1q1bx+uvv86pU6f4+OOP8fPzw93dHUdHR6qrq1mxYgU5OTkUFRWRlJQkpr7cJkTS1wYZko4OHTrQo0cP5s2bR69evXBzc2vtprVZ+fn5bN68maCgII4fP878+fM5ceIE7dq1w8XFRf6cj4+P3OP33XffUVxcLCeBzzzzjDysYUrDj8ZKSkp46qmnmDRpEo8++ijOzs6Ym5vLc3QMDwZnZ2c8PT0pKSlh69atVFRUsHfvXj755BPOnTvH0qVL5Tp+ppy4GHqas7KycHR0pFevXtfcfs4Qo6qqKrZs2cKDDz4oXuyuYBw3w38NL2eGxC8pKQkHBwfuuusugoKCsLW1JTc3l8WLF7Njxw5+/vlnkpOT8fX1bc1DaRMaGxuprKxsVvXBsFLcysqKHTt24OnpSUJCAgUFBSxbtoxu3boRGhrKnXfeSUxMDEFBQTzxxBNimtFtRCR9bYThhtbU1AQgJx0NDQ3s3LmToUOHiqr7v8Pd3Z2ioiIsLS2ZO3cucHlO3oIFCygpKaGqqoqAgAAkSaJbt24EBwfz+eefU1xcjL29PcuWLUOtVptskmI4/7Zs2UJ5eTlPP/005ubm8kPA0AOVlJTE8uXLKSwsZNCgQQwcOBArKyu++OILdDodXbt2lRckGAo4mzoLCwt2797NgQMHGDNmDCqV6qodIwy2bdtGeXk5EydObIWWtl01NTVMmzaNoqIijh8/TocOHbC2tsbMzEz+TGRkJFVVVcybNw97e3t69uxJSEgI//jHP/D39ycuLo74+HhRzBrkOXnbt2/nl19+ITAwEEmS5JGRLl268MUXX/Dtt9/ywAMPMHToUAoKCkhJScHPzw8/Pz+6dOmCn5+fWFh0m1FIkiS1diNMmaF6fG1tLTY2NgDs2rWLmpoaAgICyMrKIisrizVr1oik73dIkkRiYiI5OTlkZmZiZ2fHuXPnOH36NDNmzODixYuEhIQwZMgQ7r33Xjp16kRtbS319fVyuZvGxkaTLCVi7NVXXyU/P5+MjAy5p+nw4cO88cYb7N+/Hzs7O2xsbKioqMDT05Pk5GQ6dOiAVqtt1jMlYnmZ4SVi9+7dPProo0RFRZGYmCj/m/GcsqamJl566SWsra355z//KbZSNDJ37lySk5NxdHREq9Wi0WhobGykf//+BAQEEB4ejqurKwqFgo8++oi5c+fy6quvMnToUNFjeg1Lly7l7bffxsnJiQsXLhAWFkZYWBjx8fFyqZXCwkISEhKYPXs2cXFxNDQ08Nxzz/H555+zZMkSsZXibUr09N1EOp2Ompqa605uNTwYT506xdixYwkICMDGxobJkyezZs0atm7dytGjR1m4cCEeHh63uPW3D0MvVWBgIIsXL5a3prOxsaG4uJjMzExmz54t15FLT0+nrKwMLy8v7rjjDrmHVfRKXd6Yftu2bTg6OnLy5Emys7N55ZVXqK6uZuTIkSQmJjJmzBg6dOjAZ599Jj9sVSqVnKCY8vD4lQwxMRRZXr9+PUVFRQwYMKBZzACSkpLIycnh5ZdfxsHBQSR8RiIiIjh+/Dg///wzs2fP5t5776Vjx44UFRWRnp7OZ599RmZmJidOnCAoKAitVkt2djYajQYvLy/xAnKF0NBQqqurOX78OPfddx+XLl3i6NGjJCUlUVtbi1KpJCQkhB07dlBTU0P//v1Rq9VyubCYmBjs7e1b+zCEv0D09N0kdXV1TJ8+ncDAQBISEq47gf3kyZPEx8cTGRnJK6+8glKppLi4mNLSUpRKJd7e3qKH7w8w9Ji+++677Nmzh08//ZTPPvuMp556iqeffpqEhAQAdu7cybp16zh58iQrV640yaHcazFe6RwfH09+fr78b6NGjWLYsGHNtp+rrKwkMjKSt956i5EjR7ZGk28bhtiWl5eTmprK0qVLcXFxYfjw4YSHh3Pw4EEOHz7M5s2bWbJkCQEBAa3d5DbFuNd46tSpHD58mH//+98MGjQIgHPnzsnxKykpYf/+/bi5uXHs2DFcXFzIzs4WdeOMGO9N/MILL/Djjz8yePBg+vbty1dffcWnn34qb0lXU1PDqlWrSEtLIzw8vJVbLrQEkfTdJIaEQ6PRMGbMGMaPH39VyYW6ujqGDBnC3XffzZtvvin3OIlE5K/75ptvmDFjBrGxsWzYsIGnn36aadOmXRVX4zmUIt6XGcciMzMTCwsLnJ2dufvuu+XPGB4Y+fn5vPPOO7z++uv4+/u3VpNvC1cOde/evZuPP/6YH374gZqaGnmj+mnTpuHl5dWKLW27jGM4ffp0vvvuO1599VWioqLkaTEGhw4d4syZM2zfvp1x48aJ2obXcGXit2fPHsaPH8/UqVMpLS1l165dLFiwAHt7ew4dOsSAAQN48803adeuXSu3XPi7RNJ3kyxevJjdu3fToUMHcnJyePTRR3nooYeuSvx++OEHAgMDxVBOC3rxxRfJysriqaeeYsaMGdf93LVWUZq66yXBxj9vaGhg5syZqNVqFixYYNJJs06nQ6vVXreOoyFZMfTo//e//yU0NBSAsrIyamtrcXNzo6mpCXNz81vZ9NuOceJnWFH6yiuv0K9fP3n3DfES98cZJ34vvfQS27dvZ+LEiTzwwAPY2dlRVlZGbm4uGzZs4Pz586xbt070mP4PEHP6bpLNmzfToUMH3njjDQ4ePMjq1auxsLDAx8cHKysrOeFwdnYWiUcLMUyMr6qq4ttvv2Xs2LG4u7s3q+llTMT9asaLCowLXCsUCnQ6HcXFxfz73//m9OnTzVY8m2Is6+rqmDp1KiUlJQQEBFxzwYBSqWw2hWPs2LFyTG1sbLC3t0elUolFG3+AUqmUd9YYPnw4e/bsISMjg65du+Lm5tasJqfwm+u93CqVSnQ6HSqVin79+nHkyBE2bdqESqXCw8MDJycngoODeeCBBxg8eLCYw/c/QiR9N0lpaSkuLi74+fkxZMgQDh8+THp6upz4WVtbm+zDsqUZbmonT57Ezs4OPz8/vvjiC77//nu5QLDwxxhieerUKdq3b49CoWDp0qXMnj2bTZs2sW3bNhQKBStXrjT5siy5ubmkpKRw6tQpJEmSX+iM1dXV8Y9//INevXrx+uuvN1ute+XXwu/T6/WYmZlx8eJFLC0tGTlyJPn5+axevRoPDw95xwihOeOpLMbnmV6vR61W88svv2BpaUn//v05duwYmzZtwtzcHHd3d/lFxriWn3B7E0lfCzNcYIZtvwz7GA4ePPiaiR9cnoPSrl07ccO6hrKyMhoaGq56mBoY4r1582ZmzpxJ37590Wg0mJubs2HDBjp16iTm9Pzqz8Ty0UcfJSYmhnbt2lFSUkJ1dTXdunWjf//+PPvss6jVapMvy5KXl4dCocDLy4uVK1c268k3MDMzIzw8nHHjxomH5u/4M5UOHnzwQXx8fHB1dWXEiBF8++23LFq0iKCgIFEk+FdarZZFixaxZs0acnNz8fT0xNHRUb7GjeMZGxuLn58fHh4e9OvXj+LiYlJTU3F0dCQ4OFhsVfc/RiR9f5NWqyUvL4+OHTtibm4uD4mpVCrMzc2bbel1ZeIXGhrK/Pnzee+993jggQfEvoVXOHToEBMmTKC6upqAgIBrJisKhYLPPvuMl19+mSeffJKYmBgAHBwcWLRoEV26dGm26tRU/ZVYRkVFoVKp8Pf3Z8iQIfTt2xc/Pz952zBTTvhATOFoKX92mLx3795MmDBBnr83bNgwjhw5IoYgf1VTU8MDDzxATU0NlZWVHDp0iLS0NKKionBycpLLU5WWljJlyhT69+/PpEmT5HjGxMRw4cIFhg8fLuL5v0gS/jKdTieNGzdO8vX1lTIyMiStVnvdzzY2Nspfz5o1SwoMDJTuv/9+KTQ0VPruu+9uRXNvG01NTZIkSVJKSork6+sr9erVS0pMTJQuXLhw1WfPnj0r3XnnnVJqaqr8M71eL0mSJG3fvl3S6XS3ptFt1N+NpfHfEJpbsWKFlJ2dLX8/a9YsydfXt1l8DeeicH05OTmSr6+vFBkZKSUlJV3z3NRqtVJMTIz0z3/+s9n5aOrX95V0Op302GOPSbNmzZLq6+slnU4nFRQUSMOGDZPGjBkj1dfXS01NTVJ9fb0UExMjPffccyKeJkb09P0NSqWSVatWYW5uTk5ODhqNBm9v72ZbAxl/1jBpdvDgwaxevZqKigrS0tIICgpqhda3XYZekYyMDLp3746bmxupqanXHD6ztbWVa0xd+fuG4XVDT6sp+ruxNP4bwmWSmMLRov7OMLmpXtfXU15eTlpaGhMmTKBbt24olUo6duzI2bNn2bdvH3FxcVhZWcmLN+Li4kQ8TYz4P/w3HDt2jDNnzvDmm29y33338dZbb7F27Vrq6uqu+XlDMrho0SIqKipITU3Fz8/vVjb5ttLQ0ICrqytvvfUWsbGxLFy4kLS0NCoqKoDLD18AV1fX3/074kHbcrE0RVqtli1btlBTUwMgT+FQq9XY2NjI8xvh8q4aAwcOlONbX1/PBx98QEJCApcuXWrNw2izysvL8fT0ZM6cOb97bgYFBYkXkBuor6/nxIkTnD9/HkA+L3v16sWlS5fkmDY1NeGgJx5KAAAPH0lEQVTm5ibiaYJET9/fUFFRwVdffcWDDz5IZGQkZWVlLFmyBI1Gg4+PzzV7/LKzs3n99dfJyMgQRW1/hyRJnDt3juDgYDp37ixWQP8NIpZ/XWNjI5MnT2bJkiW4urri6emJmZnZVXEyzHM07vHLyspi+/bt5OXlkZycTNeuXVvpKNo2Uemg5ZiZmbF+/XoiIyPl+bcAR48eZf369UycOBE7OzsRSxMmkr6/wcHBAWdnZ0JCQrC2tiY0NJTz58+TkpJy3aFeV1dX4uLixIrSK0hGtaQMXwcFBeHs7IwkSdccPvP29sbGxgZJkti3bx9OTk4mWz7EmIhlyxFTOG4eMUzesvR6PRYWFtx///10794d+C3Gx48fZ9u2bYwbN4727dvLv/PNN99gZmZ21a4mwv8ukfT9QXV1dWzcuJG8vDwuXrxIU1MTDg4OeHp6ynPGbGxsCAsL49y5c1clfnPnzqW2thY/Pz86dOjQ2ofTphQVFbFz507c3NyarYBWKpVy4dprrYC2sbHB29ubRx55hJ07dzJmzBiTf4MVsWxZx44dIzU1lffeew+VSsXixYt/N/EzJMqLFi1ix44dpKen4+vre6ub3SaJSgct68p4KpVKJEmSdyeB35K+goICDhw4wJQpU+SdX95//33mzp3LuHHjrrliWvgfdStXjdyuqqurpUGDBkkjRoyQhg0bJvn7+0v33XeftGzZMvkzDQ0N8tfnzp2Tnn32WSkwMFBas2aNNGfOHMnX11f6/vvvW6P5bdqFCxekiIiIP7QC2nhl2ZNPPikFBgZKkZGR0tChQ6X6+vpb0dw2TcSy5R05ckQaMWKEdOrUKam8vFy+rtPS0q4b37Vr10q+vr5SYWHhLW5t2yUqHbSsPxNPSZKkrKwsqXfv3tLFixclSZKkxMREKSQkRCooKLgVzRXaEJH03UBDQ4P00EMPSU8++aR8wezdu1eaNm2a1L17d+ndd9+VP2v8ID137pz04osvSr6+vlJoaKj0448/3vK23w6qq6ulgQMHSvfdd58UGBgorVix4ndvYMYJSVBQkDRu3Dg57qZebkDE8ubIzc2VvzZ+oUtLS5Nqa2uv+nxNTY1UXFx8K5t4W4iLi5P69+8vBQUF3fDcNH6JjoqKknr27Cn99NNPt6KZt40/E8/169dLd955p6TVaqWFCxdKwcHB4qXERInh3RsoLy9n9erVzJgxAx8fHwC6dOlCUFAQly5dIi0tDa1WS2RkZLPhCRsbG/bu3cvRo0fJyMgQQzzXceDAAXJzc5k3bx41NTXyQpjfGz5rbGzkscceo7GxkaysLLE7xK9ELP8eMYXj5hHD5C3rz8azrq6OvLw89u7dS3Z2NitWrCA4OLgVWi60NtO7s/8JkiRRWVnJ0aNH5flNhgeip6cnCQkJKBQK0tLScHZ2ZtKkSfLD8p133mHVqlWkp6fj7e3dmofRpjU1NaHRaHB2duaZZ55Br9fz5ptvIkkS999//zV3jliwYAGHDh3i888/N+kk5Uoiln+dYRcDc3NzmpqaOHbsGH5+fowaNYqJEyeiVqvR6XSYmZmh0Wh49tlnAXjrrbewsrKipKSE5ORkMjMzW/lI2iZJktBoNLi4uPDEE09w6dKlG56b2dnZfPDBB2RlZYmFb1f4s/H09fWlurqanTt3kp2dLUqFmTDR0/c7FAoFGo2Gr7/+mv379xMVFYWtra1cPqB9+/a4u7tTUlLC/v37CQ8Px8HBgfr6etavX89//vMf8TZ1A66urvj4+ODm5oaVlRVhYWE3XAHdvXt3Jk+ebNJJyrWIWP41Op2OhIQE3NzcSEpKYvLkydx111389NNPZGVlUVNTQ2RkpNwzaujxCw0Npaqqinnz5lFUVERGRoZYpXsdotJBy/qz8TQzM8PX15dZs2aJTggTJ5K+K2i1WhYuXMinn37Kli1b8PDwAGD79u3o9XqCgoKwsLCQEz97e3ucnZ1JSUmhR48e+Pj4oFarGTBgAHfccUcrH03bcvDgQTIzM/n000+prKxEr9fTsWNHOnXqJNc4u9bwmb+/PyqViilTpuDo6IiXlxdKpVLeQ9IUiVi2HDGFo2WJYfKW1RLxbGhoIDo6WsRTEMO7xmpqahg7diwajQa9Xk9JSQkFBQUkJiZy+PBhlixZgq2tLWPGjMHW1lbuGenVqxfdunWjoKCAIUOGAGI7myt98803zJgxg5CQEHQ6HTk5Obi5uTFq1CimTp2KSqW6avhMkiTeeecdFAoF27Zt48iRI/Tq1Uv+m6YaYxHLliOmcLQsMUzeskQ8hRbXWitI2hqdTic9/PDD0syZM6XGxkaprq5OOnz4sDRgwADpkUcekSRJkuLj46XQ0NBmm4IbNlQfP378VRvVC5edPXtWGjBggPTRRx/J8dq3b5/0yCOPSIGBgdLbb78tf9Z41WhFRYX0/PPPS76+vtKIESPkFX2mvLJUxPLmGDt2rPTQQw9J58+flyTpt+takiTp559/lhISEqRRo0ZJR44ckSRJki5duiQ9/fTTooSIEVHpoGWJeAo3g+jp+1VFRQVnz57lscceQ6VSoVKp8Pb2ZtiwYaxevZqGhgaWLl3KI488wqpVq/juu+944oknUCgU5OXlceTIEd54443WPow2qbKyEoDo6Gh5H83w8HAcHR1xcnIiJSUFpVLJs88+22xumb29PWfOnCEwMJDVq1eb9LwzAxHLv0+r1bJ48WJOnToFQEJCAvfccw/Lly9nxYoVTJ06VZ67q1Qq8fDwYMqUKUydOpXDhw/j7e2NhYUF7733nsn2kF5LRUUFlZWVPPzww/KuDz179kSj0bB06VI++eQTJEniueeea3b+OTk5YW1tjY2NDatXrxa9pr8S8RRuBtO741+HXq/n+PHjlJaWyt+rVCrCw8NJSUmhuLiYbt268eGHH7Jo0SK+/PJLRo8eTdeuXVGpVKSkpIi9NY1IRluBVVZWcuLECXnemOHm5OHhwfTp05EkiZUrV9K5c2fGjx+PWq1GkiTGjRtHZWUlGzduNOkkRcSy5YgpHDeHJIbJW5SIp3CziLvWrywtLdFoNNjb2wO/1YnS6XTodLpmexM+/PDDrFy5krVr1/LRRx+RlpZGQEBAq7S7rWpsbJS/7tWrF/7+/syZM4eKigrUajVNTU0AuLi4EB8fT1hYGBs2bOD06dPA5cnLQUFBbNiwATMzM5NNUkDEsqU0Njby7LPP4u7uzieffMLixYvl3pKkpCTef/99wsLCmD9/PikpKVfF19raGldX11Y+irZJoVDg5+dHWFgYH374IeXl5Vedm5MmTSIiIoJ169Zx9OhRAOrr6zl37hypqaniHmpExFO4WcTq3V9ZWVkxfPhwQkNDgd96V06cOMHWrVvljaoNq3bz8/Pp0qULXbp0uWaNKVNWVFTEBx98QEpKClu2bMHT0xNJkti6dSsKhYKAgIBmK6AdHBxwcnIiOTmZ6OhoXF1dMTMzIyoqqllvlikSsWw55eXlpKenEx8fj5eXF2q1GgcHB3755Re2bt3KhAkTiIuLo6CggNzcXA4cOICHhwfnz58nIyODvLw8Zs+eLVZA/kpUOmhZIp7CrSB6+owYevkAeb5UVVUVtra28pwKpVLJf//7X1544YVWaWNbt3//fiZPnoxCocDJyYmff/6ZZ555hmHDhhEREcHixYtZvXo1NTU1cvkLgIiICFxcXCguLr7qb5pqkiJi2bKuNYVDoVAQHh6OVquV4/Xhhx8yceJEqqurGT16NLNnz+azzz4TUziM1NTUMHr0aA4cOMCZM2fYs2cPM2fOJCoqirvvvpslS5Zc89w0HiY3EMPkIp7CrWO6T4AbMFw4DQ0N1NXVyd3qSUlJLF++nNTUVJydnVuziW1ORUUFr7/+Og899BCzZs2iqamJo0ePMn36dBYvXsycOXOIj49n/vz5VFVVMWHCBDQaDXD5pmdlZYWTk1MrH0XbIGLZ8v7sFI5p06Zx5MgRrK2tadeuHQ4ODq3S7rbGeJg8MTERnU5HaWkpM2fOJCkpiYULFzJp0iTmz5+PVqtl/PjxODg4yAtjxDB5cyKewq0kkr4bsLS0BKBdu3YsXLiQjz/+mJUrV4rK+9dQXl5OVVUV0dHRwOXE2dvbm+joaPbu3QvAsmXLmDVrFmvWrCE/P5+EhASamprIzMxErVbTr1+/1jyENkPEsuXZ29uTmZkpJ32GKRwKhUK+zgH5YfrNN9/g6ekpXu6uICodtCwRT+FWEv3AN+Dp6YmVlRXTp09n4cKFIuH7HY2NjZw8eZKTJ0/K3yuVSsLDw6murqasrAyAefPmMX36dMzNzeW3Wb1eT0ZGBiqVCr1e35qH0SaIWN4cYgrH3yeGyVuWiKdwK4mevhtwdnbmwoULnD17VmxUfQOOjo54e3vTpUsX4Lf5Y7W1tej1evmhChAfH098fDxnz57F0tISOzs7FAqFSS80MCZiefOJKRx/jRgmb1kinsKtJJ4IN+Dg4EBycjIdO3bEy8urtZvTpnXs2JGMjAysra2b/Vyv18vbCBnXnFu3bh29e/eWV0M2NTWJJOVXIpa3jpjC8eeIYfKWJeIp3EriqfAH9O7du7WbcNswTlIMN6m6ujo0Gg2WlpZykhIfH099fT3Dhw+XPy9WnTUnYnlrGE/h2Lt3L+np6SLhu4Erh8kVCsV1h8k3bdpEenp6azX1tiDiKdwqIukTbhrj4bP6+npUKhWSJDFjxgzKysrYsGEDSqWyWY+VcG0iljePmMLx94hh8pYl4incTCLpE246CwsL6uvr0ev1zJw5k5KSEjZu3GjSu0P8VSKWLU9M4WgZYpi8ZYl4CjeDeEIIN52/vz8NDQ0MGzaMxsZGcnJyRJLyF4lY3hxiCsffJ4bJW5aIp3AziKeEcNN5enpy/vx5OnTowIYNG1Cr1SJJ+YtELIW2SgyTtywRT+FmUEiGYlWCcBPt37+f7t27iySlBYhYCm3Vrl27xDB5CxLxFFqaSPqEW0okKS1HxFIQBEH4M0TSJwiCIAiCYAJEMS9BEARBEAQTIJI+QRAEQRAEEyCSPkEQBEEQBBMgkj5BEARBEAQTIJI+QRAEQRAEEyCSPkEQBEEQBBMgkj5BEARBEAQTIJI+QRAEQRAEEyCSPkEQBEEQBBMgkj5BEARBEAQT8P8x3VAZbcNpJAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 800x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(daily,type='renko')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### We can also create a simple Point and Figure chart by setting the `type='pnf'` or alternatively `type='p&f'` or `type='pointnfigure'`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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3iALGRjLUrOKOYsWEf35eFV1hbCSDnZUR7O2lPw/05dyKjTVVa3udDX1yuRzu7u5wd3dHnTp10KxZM6xevRozZsxAu3bt0K5duyzb16pVC0+fPsXSpUvzDH2PQ6MglycXdPULjUyWdnI/Do2CUqnp2mg39pV62F+qY1+ph/2lOqF9lapQZvn/Ry+jJKnPi9fvkapQ4tnraLyNFV7O63fxSFUoEfI8EtFJ6gWbvOjbuRUXp14n61ToUygUOH78OJydneHp+d8zCObm5nBxcUFISEie+1eqVAk3btzIcxulEnpxInxMX9tVENhX6mF/qY59pR72l+rU7islYGfnkPH/9WsKW7XjYxaWVoASiImOgYWFleByYqJjACUgt7AskHNAX84tddugdQM58mJkZIS5c+di0aJFWV5PSEjA06dP4eCQdgKvXr0av/76a7b9b968CTc3t0KpKxERkTbKvJ6umFU7clKmjCsA4Ma1K6LKuX71Emzt7SGX69/jVpqkdaEvKioK4eHhCA8PR2pqKhITEzN+T0hIwNChQ3Hq1CksWrQIISEhuHv3LsaNG4fo6Gj4+fkBSLvyt3TpUixduhQhISG4f/8+Zs6ciRs3bmDgwIEabiEREZFm5BTspAx+zqXLoFqNWtgvYuRtYkICjhwKQrsOnQWPAKacad3t3WHDhuHChQsZv4eFheHYsWMAgDlz5qBr164AgN9++w3r16+HhYUFPDw8sHHjRtSqlTYnUK9evWBubo7Nmzdj/fr1SE1NhYeHB5YsWZLv6F0iIiJ9lNfULGcv381436eWuFu9HTp2xY/fT8GrVy9RqpSz2vuf+vMYYqKj0aFjN8F1oJzJlEp9uKstTmxsLCwtLQEAN+690KvLyTIZ4O5cDI9e6sdDqwWJfaUe9pfq2FfqYX+pTtW+UnUuPinm7IuLi4Vv60Zo2bodJk75Qa19ExMTMbBvT5ibm2NlwGZBx8+Lvp1bcXGx8PYoDQCIiYnJd/YRrbu9S0RERNJRJ8hJMZhDLrfA8NETsG/3DuzavlXl/RQKBebOmoqnT0Iwcuwk0fWg7Bj6iIiI9JSQK3fp24l5vq9Tl8/xWY+v8NPc77Fty29QKBR5bp+YkIBZMybhyMEgfDd9Dip5VhF8bMqd1j3TR0REROJJcatWzPN9I8dOhqlpESxZOBcH9u1CH//BaNSkBUxN/5t3LyYmGvv37MCWwHV4/z4KM3/8CS1atcujVBKDoY+IiEjPiA18UgzskMlk+HbkODRs3BTr1yzH1ImjUcSsCMpX8IBcbom3byPw+FEIjIxkaNu+M77uOxClXcqofRxSHUMfERGRnkkPbWKe0csc/MSoXqM2flm+Dvfv3cWVyxfw8P4/SExMQGkXF3zR82vUqeeDkqWcRB+H8sfQR0REpIekGJQhRRnpKnp4oqKH+BBJwjH0ERERUaGIj4/Do5CHSEyIh5W1Dcq6lcvyjB8VLIY+IiIiPSPFII7M5YgpQ6FQ4PTJY9i0MQB3bt2EMtNIXrOiZqhbrwF6+w9GZa+qgo8hVV2lKEObccoWIiIiPSPF0mpSPM937+5t9Pbrgkljh6NIETOMnzwd6zftwP92H8LKgM0YMHg4njwJQf+vP8fYkYPx7t1b0cfUZHu1HUMfERGRHpLiipeYcm5cu4JvB/eBsbEJVqzdhF9X/YZOXT6Hh6cXXMq4wrt6Tfj16oct2w9g5uyf8M+dWxgyoBciwt8IOp6YoCvVlVFtx9BHRESkp4RMtCxFAHrx/BnGjfoGFSpWwq+rf0O1GrVy3dbY2Bgt27TH8jWbEBsbg3GjhiAxIUHQcYUEP0MJfABDHxERkUFQJQRJEYCUSiWmThoNaxsbzFu4DBYWlirtV8a1LH5avAJPHj/E8qULBR0bUC/4GVLgAxj6iIiI9JqqIUiqAHT75nXcu3sbYydMh5W1jVr7VqxUGX69+uHA/t2Ij48TXAd1r/gZQuADGPqIiIj0Xn4hSMorXkH7dsKxZCnUrvuJoP3b+3ZBXGwsThw7IqoeqrbZUAIfwNBHRERkEHILQVIGvvj4OBw9chDtfDvD2NhYUBlOzi6oWaceDuzbJaouQO7tqW8AI3VzwtBHRERkID4OflI/03b39k3ExcaiWYs2ospp3qINrl6+iKSkJNF1+ngwi5OTU7b3DAVDHxERkQFJDzoREW8QEfEmy2tiRUd/AADY2TmIKsfWzh4AEBMTLbpOmVUoY5vx/4YW+ACGPiIiIoNTUIEnKSkZAGBiKm7BL9MiRQAAyRJc6QPS2psecF+/fo1zBhj4AIY+IiIig+NTyxN2dg4ZV+SkWo3C0jJtepa42FhR5cT+e4XPwlK16V7yk95eAHB0dOQzfURERKT/cnuOT4rg5+TsAgC4c/uGqHLu3L4Jm2LFIJdbiK5T5nY9eBaZ4+uGgqGPiIjIQOQU+KQMfq5l3eDpVQVBIkbeJicn49CBvWjTvhOMjMTFlJzaGxoamuP7hoChj4iIyADkNVJXyuDX3rcrzv11SvgaumdOIurdO7T37SKqHnm195zEVzh1BUMfERGRnlNlahapBne0bNMeJiYm2Lp5g9r7pqSkYEvgOnh4eqF8BQ/BdVC3vYYS/Bj6iIiI9Jg6c/F9PKedEFZW1ug/aBi2Bq7H0SPBKu+nVCqxdPE83L51HcNGjhN8fCHt/Xg/fcXQR0REpKfETL4sJgR9+bU/WrXtgJlTx+PIwaB8t09NTcWSxfOwfdsmjB43BTVr1xN0XCHtNaTgx9BHRESkh4QGPilCkEwmw5QZc9CqTQfMmDIOw77piyuXL0CpVGbZLiUlBYeC9+Grz33xv82/YcyEqej6WU9Bx8xM3YBrKMFP3OyJREREpHXELq929vLdjDJ8ankKKsPExARTZsxBw0ZNsX7tCnw7sDds7e1RydMLcrkF3r6NxD93biE2JgYNGjXBlJlz4VXFW+3jpEuvr9BnEzO3WV8x9BEREemZ9AAjZnCGFCFIJpOhafPWaNKsFS6eP4vLl87jwf1/EBERDisra/TqMwD1GzRChYqVRB1HKvoe/Bj6iIiI9JAUo3GlGtErk8lQ95MGqPtJA0nKy4lUddXnNXkZ+vRYQnw83rwJgyLeCglKc5ibi5/ZnIiISCiFQoGwVy+RmJgIKytr2Nk7aLpKBoWhT88kJSXhwL5d2Lt7Ox4++AcKhQLGRjIolTK4lSuPDp26oXOXz2FWtKimq0pERAVE7DN9H5cj9urXjWtXsOm3tbh29RJioqMzXre1t0eDho3Rq88AOJcuI+oYUtRVqvZqK4Y+PXLkYBCWLVmAyPBwNGraAp26fgY3t3Io7WiNc5du4uLfZ7F08TwErl+Ngd+MQMcun2m6ykREVACkeDZNimfbnj97ivlzZuDyhb/hXr4C/Hr1g4enFyzkFnj3LhK3blzHwQN7ELRvF9q064RR4ybDwsJSdL2FhDZ9fpYvHUOfnti2eQOWLJqHpi1aY8Dg4Sjr5g4AkMkAd+disC/tAd9O3THoxTMErP4Vc2dNQ3j4G/gPHKrZihMRUYFID35CQpAUVwofPriHkUP9YS6XY85PS/Bp4+bZ1tJt3LQl/AcOxd4927F25VI8fRKCRUtWw8raRu3jiRlxLNWVUW3Hefr0wJGDQViyaB6+6u2PWXMXZwS+nDiXLoNp38/DoKEjEbBqGXbv3FaINSUiIk1Q5yqWFAEoIvwNRg0bAFs7e6xevw2Nm7bMFvjSFTU3xxc9v8aylRvw/PkzTBw3HMnJyYKOK2S+PUMJfABDn8578fwZfvzhO7Tt0AnfDBsDmUym0n69+w1Ct8/9sGj+LDy4/08B15KIiDRB3RAkVQCaPiVtGbVFS1ajePESKu3j4emFOQuW4Ma1y1i35lfBxxY60bK+Bz6AoU/n7dn5PxQ1l2P8pBkqB750w0dPhK2tPXZt31JAtSMiIk1TNQRJFfju37uLq5cuYOyEabC1s1dr3xo16+Dznl9j145tSEpKElwHddtsCIEPYOjTacnJyTgUvBet23QQNBrX1NQU7Xw74+iRg0iIjy+AGhIRkTbILwRJeYvzwL5dKGFriwafNhG0v2+n7oh+/x6nTx4TVY/82mEIAzc+xtCnw/4+expvIyPRoVM3wWW069AFsTEx+PPEHxLWjIiItE1uwU/KwJeUlIRDB/ejbfvOMDERNla0rJs7vLyr4cC+XaLqAvzXno8DXn0Deo4vM4Y+HXbur5NwdXMXtXxNaZcy8KrqjbOn/5SuYkREpJU+Dn5SD2K4c/sGot+/R8vW7USV06p1B5z/+6zgAR05SW+rk5NTxmuGFPgAhj6d9v79ezg4OIoux96hJD58eC9BjYiISNtlDjoREW+yvSbG+6goAIC9Y0lR5Tg4loRSoUBsTIzoOmVuW4Uytjm+bigY+nRYYmICipiZiS7HzMwMCQkJEtSIiIh0wdnLdzMCn5SSEhMBAEWKFBFVTvpz6gkJ0jxvnrm9r1+/xjkDDHwAQ59Ok8stEBcXJ7qc2JgYWFpZSVAjIiLSBT61PGFn55DldynILdLWeI8X+d0UG5O2VJuFpbjVOdJlbq+jo2OWZ/oMCUOfDitZshQehzwQ9cyDQqFAyMP7cBB5KZ6IiHRD5oB3/2lkjq8L5ViyVFq598RdSXtw/x9YWlmJXpINyNquB8+kba+uYejTYS3bdEDUu3c499cpwWVcvXwBr0JfonUbXwlrRkRE2iingRtCJzPOSbnyFeFevgKCg3YLLiM1NRXBQXvQonW7XFfxUFVO7Q0NDc3xfUPA0KfDKlSsBA9PLwTt3Sm4jKB9u1C6TBl4V68pYc2IiEjb5DVSV6pBDTKZDB06dsWpP49lDOpQ14XzZxHx5g06dBQ+HRmQd3vPSRh0dQlDn47r0LErzv51Ek8eP1J731evXuLP40fQoVM3tVfzICIi3aHK1Cy5zWmnrtbtOkKpVGLH75vV3lehUOD3Lb/BvXwFeFauIrgO6rT34+31mdaGvg0bNqBKlSoYNWpUtveOHz8OPz8/1KpVCzVq1ECvXr1w/vz5LNuEhYVh5MiRqFOnDry9veHn54erV68WVvULTdsOneBSpiwmjhmK6OgPKu8XHx+HiWOGoUQJO3Tu8kUB1pCIiDRJyFx8YkJQ8eIl0POrvli3ZjnOn/tLrX3Xr12B8+f+wuChowRfjFCnvYYW/LQu9EVFRWHw4MEICAiAWQ7TkRw9ehRDhgxB3bp1sWPHDmzatAlFihSBv78/Hjx4ACBtRvC+ffvi+fPnCAgIwPbt2+Hm5oZ+/frh+fPnhd2kAiWXW2D+ouV49+4thg3ui6h37/LdJzr6A0YO7Y8Xz59i7sJlsLaxKYSaEhFRYVM38EkVggYNGYlPfBpi4tih+PvcmXy3VyqV2LhhNQJWLcOAb4ajYaOmgo+dTtWAa0jBT+tCX1BQEOLi4rBnzx7Y5BBGDhw4AB8fH4wcORJubm7w8vLC7NmzkZycjFOn0gY0BAcH49GjR1iwYAG8vb3h4eGBmTNnwtraGmvWrCnsJhU4lzKu+HX1RoS/CUOP7u3w27pViPl3uHtm8fFx2BK4Dj27tcOTxyH4Zfk6Uat5EBGR9hK62oYUIcjY2Bg/zl+C2nXrY8ywgZg2aTRCHt7Ptp1SqcTf585gsP+XWLl0MfoNHIo+/oMFHTNzfdV9RtFQgp+whfEKUOPGjdGzZ08YGxvn+P7ixYuzvZZ+CTh9nb/Tp0/D1dUV7u7uGduYmJjAx8cnIxjqm/IVPLBh8y78tm4VAlYvw2/rVsGrajWUdXNHCWtzXL91F7duXEdiYgLatu+MPv6D4OTsoulqExFRARC7vNrZy3czyvCp5SmoDDMzM/w4fwn279mBwA1r0OuLTihXoSIqeVaBhaUl3kaE4/atG3gV+hKVq1TFT7+shE/DxmofJ53YsJa5zfpK60Kfi4t6QSQsLAyzZ8+Gs7MzOnbsCAB4/PhxjuW4urpi165diI+Ph7m5uST11Sb2Do4YO3EaevcbhIPBe3H7xnVcu3IJRYsYw6aEA77q3R+t2/miVClnTVeViIgKUHqAETMqV4oQZGpqiq6f9YRv5+44fvQQLl88jwf3/0FiYgKsrKzxaZPmaNCwMWrXrXDRhOEAACAASURBVC/ZgEJDXF5NVVoX+lR14sQJjBgxAomJiWjQoAG2bt2K4sWLAwBiY2NRunTpbPtY/juzd3R0dK6hTyZL+9FlDo6O6N13IIC0trg5FcPj0CgolRqumJZL/9x1/fMvLOwv1bGv1MP+Ul1efXXuivjwI0UZAFCkiCnatPNFm3YFNyesKnXN79ySqr2FRd0/Izob+urVq4c9e/bgxYsXWLVqFfz8/BAYGAgnJydR5bo5FYPFv8vI6DqFQoHo6GhERUXBtaS16EkuDYWbUzFNV0GnsL9Ux75SD/tLdbrUV3FxcUhISIClpaXoNXqF0qX+yktsrKla2+ts6JPL5XB3d4e7uzvq1KmDZs2aYfXq1ZgxYwasrKwQGxubbZ/o6GjIZDJYW1vnWu7j0CjI5cKXNdM0hUKBkyeOYt/u7bh18zpiYqJhbCRDUXMLeHpVhW+nbmjesk2uz0waMl4VVQ/7S3XsK/Wwv1SXW1+lry17TuStTqnKefL4EbZsWo8rl87j5Yu0WTSMjIxQrnxFNGjYGF/49Uaxf+/WFSR9O7fi4rJnnbzoVOhTKBQ4fvw4nJ2d4en533MG5ubmcHFxQUhICADA3d0dV65cybb/kydP4OzsjKJFi+Z6DKUSOnsinD/3F5b+PA+PHj6Ad/Wa6PFlH7i5u6OUnRUuXLmNixfOYfrksVi7aimGDh+HRk2aa7rKWkmXzwFNYH+pjn2lHvaX6j7uq7OX0p7Hq19T+HN9mZ/nE/o5RIS/wZJFc3Hsj0OwtbdH02at4OHpBQsLC7x9G4nbN29g25aN2LZlI7p/7of+g4cXytU/fTm31G2DToU+IyMjzJ07F25ublmmXklISMDTp0/RsGFDAECTJk2wd+9ePHz4EOXLlweQNnff6dOn0a5dO43UvaAdPLAXs2dORrUatbEyYHPGsmoyGeDuXAye1Rvg674Dcef2TaxduQQTx3yLsROnoetnPTVccyIiKkhCBnSIHf0LAKEvn2P4EH8kJsRj7KRpaO/bNVug69KtB74dMQ7btmzA1k3r8eD+P5izYCmK6uFgS22gdQ95RUVFITw8HOHh4UhNTUViYmLG7wkJCRg6dChOnTqFRYsWISQkBHfv3sW4ceMQHR0NPz8/AECrVq3g6emJ8ePH48aNG3j06BEmTZqE5ORk9O/fX8MtlN7ZMycxa/oktOvQBUuWr8tzHd3KXlWxcMlqfO73NX6a+z2OHgkuxJoSEVFhETr3nBSB78P79xgx1B8yGbB6wzZ06dYj1yt4xYoXx+Cho7BoyWpcv3YF078bC4VCIei4lDetu9I3bNgwXLhwIeP3sLAwHDt2DAAwZ84cdO3aFQDw22+/Yf369bCwsICHhwc2btyIWrVqAUibk2/t2rWYM2cO/P39kZSUhBo1aiAwMBAlS5Ys/EYVoNdhrzD9u7Hw+bQxJk75XqXBGjKZDCNGT8S7t5GYPXMyKnpURhnXsgVfWSIiKlTqzrcnReADgB9mTMSHDx+wbuPvKk8TVqvOJ/j+x4WYMHooNm8MQK8+AwQfn3ImUyr14a62OLGxsRnTudy49wJyue6M3l2zcgn+t2Ujdh84Diur7ANU0m/vPnqZ/aHVhPh4dOvYAi1bt8fIsZMLqcbaK6++ouzYX6pjX6mH/aU6VftKlTAnVeB78vgR/Lq3x/RZ89G6rfpTtMyfMwOnThzF7gMnYGqq3ujU/OjbuRUXFwtvj7Qp6mJiYvKdfUTrbu+S6lJTU3Fg3260bN0ux8CXn6Lm5mjbvjMOHdyPpKSkAqghERFpg/xu9UoV+ADgwL5dsLKxQdPmrQXt37nrF3gbGYnzKqzZS+ph6NNhly78jTevw9C+YzfBZbTv2AUfoqJw5tRxCWtGRETaJrfgJ2XgS05OxsEDe9C6TQfBo3AreniigocngvbuFFUXyo6hT4edPnkMzi4u8KriLbgMN/fyqFipMk6fZOgjItJ3eV3xk2L5sn/u3MLbyEi0EnBbN7M27Xzx15k/kZKSIrpO9B+GPh32/v07lCpVWvR6haWcnPE+6p1EtSIiIm2WOdxVdLXN9poYUf9+lzg5Z18KVR2lnJyRmpKK2JgYKapF/2Lo02Hx8fF5TjStqqJFiyIuLk6CGhERkS44e/kuIiLeAEDGf6WQEB8PAKK/m4qaywEA8fH8bpISQ58Ok5vLESfBH4i42FhY/Dt6mYiI9J9PLU/Y2TkAAOzsHNSaxy8v5vK0sBaXw1Ko6oiLTbvCl99oVFIPQ58Os3NwxNMnj5Camiq4DKVSiSdPQmBray9hzYiISFtlDnj3n0bm+LpQ9vZpQfLJ4xBR5Tx+FAKzokUht+AFCSkx9Omw5i3bIjI8HBcvnBNcxu2b1/H86VO0bK2fy9MREdF/chqpK9XzfABQsVJlOLu4IDhoj+AyFAoFDh7Yi+Yt28LY2FiyuhFDn06r7FUVbuXK48A+4cPag/bthGPJUqhV5xMJa0ZERNomr6lZ0n8Xe7VPJpPBt1N3nDh2GDEx0YLKuHb1EkJfPEeHTl1F1YWyY+jTYTKZDO19u+DkiaMIexWq9v5v30bi6JGDaO/bRaXl24iISDepMxef2ODXtn0nJCUlC5pnT6lUYsf/NsPZxQXVqtcSVQ/Kjt/0Os63UzfY2Tlg0rjhSExIUHm/5ORkTJkwEkWLFkWX7j0KsIZERKRJqga+/FbtUJW9gyM6d/scy5cuxK0b19Tad+fvW/DnsSPoP2iY6OnIKDuGPh1nZW2DuQuX4cnjEIwZORhxcfmPmEpMSMCkccNw6+Y1/Dh/CWztOIiDiEgfqbvahlTBb+SYyfCsXBWjhw/ErZvXVdpn3+7tWLxgNj73+1rQmr2UP4Y+PVDRwxOLl63Bvbu30atHZ+zbvR3JycnZtktJScHBA3vR268LLl/8G/MXr4B39ZoaqDERERU0ocurSRH8TE1N8dMvK+HmXh7fDvoaixfMRvib1zlue/+fO5g4dhjmzpqGLt17YPioCYKOSfmTKZVKpaYroWmxsbGw/Heeuhv3XkAu1815gZ48DsGalUvx57EjKGFnhxo1aqOseznYF7fAlet3cOXyBYS/fo0GjZpg4DcjUKFiJU1XWavIZIC7czE8ehkF/qnIH/tLdewr9bC/VJdbX0mxnq4UZSTEx2PTxgD8vnUjEhLiUb1GHVSq7AULC0u8jYzA7VvXcefWTTi7uKBPv8Fo59ulQG/r6tu5FRcXC2+PtNVPYmJi8p3X0KQwKkWFo6xbOcye9zMehTzA/r07cevmNVy5fAGmJkYoYeeIJk1bor1vF1SsVFnTVSUiokIgZjqWs5fvih7UUdTcHP0HfYseX/ZG0N6duHzpPI4cDEJiYgKsrK3hWbkqPu/xNZq1bAMTE0aSgsYe1kPu5SpgxOiJAPTvXzVERJQ/qebek6ocS0sr9PiyD3p82UeS8kgYPtNHREREZAB4pU8PXbt6Cfv37MDNG1cR+vIFTIyNYO9QCpWreMO3UzfUqvMJh8ITEemx9NuyYq/USVUOaQeGPj1y+9YNLF+6EFcvXYBrWTfU+6QhyrqXg2MJC1y+dgeXLv6N4d/0g5d3NQwdPhbVa9TWdJWJiKgA+dTylGQgB+kHhj498dfpP/HdhBEo4+qGOT8txaeNm8HIyCjjmb5PW0RBoVDi77OnsXbVUgwb3AczZi1A85ZtNV11IiKSWOZBGEKCnxQjd0n78Jk+PXD96mVMGjcMn9T/FGt/+x2Nm7bIcVk1mUyG+g0aYWXAFjRv2RbTJo/FubOnNVBjIiIqaELn22Pg018MfTru7dtITB4/HFW9a+CHuYtRpEiRfPcxNTXF1JlzUb/Bp5g+eYygdXuJiEj7qRv8GPj0G0Ofjtu/Zwfi4mLxw9zFMDU1VXk/Y2NjTP9hPmQyGXZt31KANSQiIk1SNfgx8Ok/hj4dplQqEbRvJ5q1aIMSJWzV3t/Kyhqt2nTAwQN7kZKSUgA1JCIibZBf8GPgMwwMfTrs+rXLePn8Odp37Cq4DN9O3RAZEYHz585IWDMiItI2qlzxY+DTbwx9OuzE0cMoWcpJ1NQrFStVhnv5Cjhx7IiENSMiIm2UU/DjXHyGg6FPh719GwFnlzI5jtRVR2kXV7x9GyFRrYiISJtlDncVXdV/NIh0F+fp02Hx8fEwL2ouuhy5XI6od28lqBEREemCs5fvZgS+iIg3uP80UsM1osLAK306zNzcHPEJ8aLLiYuLg9zCQoIaERGRLvCp5Qk7OwcAgJ2dA1ffMBAMfTqsRAk7vHz+DEqlUlQ5L188EzT6l4iIdE/mgMcrfIaFoU+HNW7WEmGvQnHt6iXBZdz/5w5CHtxHk2atJKwZERFpo5ymZkn/L6/26T+GPh1Wo2YdOLu44MC+XYLLCNq3C7Z2dvjE51MJa0ZERNpGlbn4GPz0G0OfDpPJZGjv2xXH/jiEdwIGYsTEROPwoSC0adcJJiYc00NEpK/yC3xC1+kl3cLQp+N8O3eHubk5pk4ajeTkZJX3UygUmDl1PJQKBbp+3rMAa0hERJqk6mobDH76j6FPx9na2uHHBUtw/eolTJs8BklJSfnuk5KSgtkzJ+Ps6ZOYOfsnlCrlXAg1JSKiwqbu8moMfvqNoU8PVK9RG3MWLMXZM39iQJ8eOH3yeI4jepVKJf4+dwbf9P8SRw4FYcbsn1C/QSMN1JiIiAqa0PV0Gfz0Fx/k0hMNGzXFr6s2YvnShZgweijKupdDnbr1Uda9HEraWuLS1du4eOEcHt6/B6+q3vjl1wDUrF1P09UmIqICIDTwZd4n8zJtXKJNPzD06ZEq3tWxfE0grly+gH27t+PsXyex43+bYWQE2DuUQpWq1fDtiHGoU88HMplM09UlIqICJiasZQ5+pB8Y+vRQzVp1UbNW3X9/U8LduRgeh76HyDmciYhIR0h1ZY5X+PQLn+nTczKZjFf1iIiIiFf69NGTxyEI2rsLN29cxavQFyhiaowSdo6oXKUa2vt2QYWKlTRdRSKtkn4LS+xVDanKIRKL5zTlRNIrfapMF0IF5+mTx5g6aRS+/MwXh4L3wsHREZ26fo6vvvoKTs6lceyPg+jdswsmjB6Khw/uabq6RFpHzPNLfPaJtBHPacpM1JU+hUKBHTt2YP/+/bhz5w7i4+Nx584dAMCYMWMwYcIEODg4SFJRytvN61cxevhAWFlZY9zk6WjXoQuKFCkCmQxwdy6GRy+jkJSUjCOHgrAhYAUG9OmB+Yt+RZ16PpquOpHGiR2pKHakJJHUeE5TTgRf6UtISEDv3r0xffp0XLp0CbGxsRlzw8XGxuLAgQP44osvEB4eLlllKWcP7v+DEUP9UdHDE4H/24vOXb9AkSJFsm1namqK9r5dELh1L2rUqoOxIwfj5vWrGqgxkfYROjcZvxxJW/Gcpo8JDn0rVqzAxYsXAQDVqlWDqalpxntxcXEwMzNDWFgYli9fLr6WlKvo6A+YOOZbuJQpi4W/rIKFhWW++xQ1N8e8hb/Cs3JVTB4/HJGREYVQUyLtp+6XJL8cSdvxnKbMBIe+4OBgyGQyLFmyBNu2bYOFhUXGe/b29ti4cSOUSiVOnjwpSUUpZwf27UJ4+GvMXbgURc3NVd7P1NQUs+f/gri4OOzesa0Aa0ikW1T9kuSXI+kKntOUTnDoCwsLg5mZGVq2bJnj+9WqVYO5uTnevHkjqPwNGzagSpUqGDVqVLb3Ll26hK+//hp169ZF/fr1MWDAANy9+98Jev78eXh4eOT4ExAQIKg+2kipVGL/3p1o3LSFoPVzbW3t0KJVOwTv3w2FQlEANSTSTepcHeGXI+kCntMEiAh9FhYWSExMzDXU3b59G/Hx8VmuAKoiKioKgwcPRkBAAMzMzLK9f+3aNfTp0welSpXC5s2bsXr1asTHx6NPnz7Znh/cvn07zpw5k+XHz89Prfpos7t3buFxyEO08+0quIwOHbsi7FUorlw6L2HNiHRfXl+SnMaCdBHPaRIc+qpXrw6lUomBAwdiz549SElJAQCcOnUKq1evxqBBgyCTyVC1alW1yg0KCkJcXBz27NkDGxubbO9v2LABpUqVwpw5c1ChQgVUrVoVs2bNQlRUFIKDg7NsW6JECdjb22f5MVfjFqi2O/bHQdja26OuiBG4Vbyrw8XVFX8cDs5/YyIDk9OXJKexIF3Gc9qwCZ6yxd/fH6dOncK9e/cwadKkjNcHDRoEIO3Wo5GREQYMGKBWuY0bN0bPnj1hbGyc4/s//vgj4uPjYWT0X151dHQEkDaAxJCEvw6Da1n3XPtKFTKZDGXLlkNEhLDb8ET6LvPUFxVdbWFn55DxOpEu4jltuASHvjp16mDu3LmYOXMmYmNjs70vl8sxdepU1KtXT61yXVxc8nxfLpdDLpdnee348eMA0q4+iiWTpf3ogrj4OMjl8jzrm/5eXtvILSzw6tVLnWl3QVGlr+g/htRf567cRYUytgCAiIg3ePAsUq39DamvpMD+Up3QvhJ7TusqfTu31G2HqMmZO3bsiMaNG+PYsWO4f/8+YmNjYWlpCQ8PDzRv3hxWVlZiilfJixcv8P3336Nhw4aoX79+lvcCAwNx4cIFhIaGwsHBAb169UL37t2zXCX8mJtTMbWfQ9QUB1sbREVFwd25WL7bujnlvk0RYwXsS9ioVI4hyKuvKDtD6C8nJyc4Ojri9evXcHR0FPxnxRD6SkrsL9Wp21dSndO6Sl/OrdhY0/w3ykT02rs2Njbo2lX4QAIxHj58iH79+sHBwQELFy7MeN3U1BT29vZITU3FjBkzIJPJcPjwYUydOhXh4eEYOnRormU+Do2CXJ5cGNUXzbiIBR6EXEXIi3eQ5RL3ZbK0k/txaBT+nTs7m/sPn6BsWTc8ehlVgLXVfqr0Ff3HUPqrfqbnnR48i0T9Wp5wLFkK59S4FWYofSUV9pfqhPSVFOe0rtK3cysuLvud1ryICn2JiYlYsWIFTE1NswSpvn37oly5chg+fDisra3FHCJXly5dwpAhQ1C+fHmsWLEiy6CPmjVr4syZM1m29/b2xuvXr7F69WoMGDAgxxUrAECphM6cCA0aNcPO37fi9q2b8Krinee2ubXryeMQ3Lt7G1/19teZdhc0XToHtIE+99fH85YplQD+bWv9muovbaXPfVUQ2F+qU7WvpD6ndZW+nFvqtkHw6N34+Hj06NEDq1atQlhYWJb33r17h82bN8PPzy/H5/3EunnzJgYMGIC6detiw4YNOY7yzYmnpycSEhIQFaUfV7Tq1K0Pe0dHHNi3U3AZB/bthpWNDT5t3FzCmhHpvtwmqhW6tBWRpvGcJsGhLyAgAHfv3oVSqcw2DYqjoyOUSiVCQkKwatUq0ZXMLDIyEoMGDUKDBg3wyy+/5HjFbvv27Zg1a1a212/evAlra2vY2tpKWidNMTY2RnvfLvjjcDBiYqLV3j8xIQGHgveiTVvfXK98Ehmi/FYm4Jck6Rqe0wSICH179+6FTCbD1KlTMXny5CzvrVq1CtOmTYNSqcThw4fVKjcqKgrh4eEIDw9HamoqEhMTM35PSEjAL7/8gqSkJIwdOxZv377NeC88PDzjCl6JEiWwadMmTJ8+Hffu3UNISAiWLVuGQ4cOwd/fX9QUJ9qmY+fPAACzpk9Sa1UNpVKJubOnISYmGl0/058Jq4nEUnUpKn5Jkq7gOU3pZEqlsLvaVapUgYmJCa5du5brNt7e3lAqlbh586bK5fbq1QsXLlzI8b05c+Zg2bJlePnyZY7v161bF4GBgQCAo0ePYu3atQgJCUFCQgLc3Nzg5+eHHj16ZNsvfdQxANy49wJyuW6M3k135tQJTBg9FL6du2HcpBlZQq1MBrg7F8Ojl/89tKpUKrHslwXYGrgeM2f/hJZt2muo5tolp76i3OljfwlZe1SVffSxrwoS+0t1+fVVQZ3Tukrfzq24uFh4e5QGAMTExOQ7+4jggRwWFhb48OEDQkND4eTklO39x48fIykpSeXn7dKlh7bcqDpSuEWLFmjRooVax9ZVDRs1xeRps/DjD1Px8uULDPpmBKp45zxn4b27t7Fm1VKcPX0So8dPYeAj+pfQL7rME9361DKcB+FJ+/Gcpo8JDn3e3t44ffo0+vbtiwEDBqBy5cqwtLTE+/fvcePGDQQEBEAmk8HLy0vK+lIu2nfsihK2dliyeB4G9u2JGrXqoE49H5R1c8d9B2ucv3wTF8+fw8Xz5+Ds4oIfF/yCJs1aabraRFpHyBccvyRJm/GcpnSCQ1/fvn1x5swZPHv2DFOnTs32vlKphEwmQ+/evUVVkFRXv0Ej1KvfECeOHca+3duxeWMAYmNjYGwkQxEzc1Su4o3ps+ajecu2MDERPUUjkd6Q4vmlzF+SRJrGc5pyIvib38fHB1OmTMHcuXORnJx9MmMTExOMGTMGjRs3FlVBUo+RkRGat2yL5i3bQqFQIPrDe7iWssbbWMDISH8GsBBJSaqrGLwaQtqC5zTlRNTlni+//BLNmzfHvn37cPv2bURHR8PCwgIeHh7o2LEjypQpI1U9SQAjIyMUK14ctrbF8D5BPx5aJSIiImFE3+MrWbIkBg4cKEVdSCIR4W9wKHgfbt28jtCXz2FuZgKbEg6oUrU6WrXpgJKlsg+8ITJ0Ujy3lH4rTGw5ycnJ+PPYEVy+9DcePriHxMREWFlZw9OrKnwaNELN2vVyXXqxsOuqK897SdleKcopDNp0TpN2UDn0hYaGwtjYGI6Ojhm/qyqn0b0kvYjwN/ht3Srs27MdRkbGqFzFG97VaqC4tTmu3/oHv61bhbWrlqJdh87o7T8YpUo5a7rKRFpBigfWpXj2KTk5GUH7diJw/RqEvQpFuQoV4VHJC+bm5nj3LhLHjhzE1sD18PKuhv4Dh6Fe/Qaij6npNhc2Q2mvtpzTpF1UDn3NmjVDiRIlcPbs2YzfVfmXpkwmw507d4TXkFTy8ME9jBzqj+TkZPTx/wbdv/gSVlbWWeYkiomJwe4d27AlcB1OHP8Di5euQWWvqpquOpHGiR2pKMW8ZomJiZgycSTOnj6JZi1bY/7i5ShfwSPLNkqlEuf+OoX1a5dj1Lf9MXDICPTuN0jQVT+xD+nrWiDQhs+4MBlae0k1aq3I8fE8zkqlUqUfKlgvnj/D0EG9YWtnj607g9G3/zewsrLOtp2FhSW+6t0f/9t9CGVcy2L4N33x8ME9DdSYSPsIXY1Aii/H1NRUTB4/HJcunMNPS1bhhzmLswU+IO0f0T4NG2P1+m3oP3gYVi//BZt+WyvomJmpG+B0NRBo8jPWBENrL+VP5St9nTt3zli1Iv13sc+UkHjx8XGYMGYoihUrhmUrN8DKOv/JsK2srPHLrwEY7P8lJo4dhvWB21Xaj0jfqXt1RKovx1XLf8bfZ89g0ZLVKt2ylclk6DdgCFJTU7ByWVpArN+gkdrHFXI1SNcDgaY+Y00xtPZS3gQvw6ZPdHkZtl3bt2LRglnY9L99KOtWLtv7eS05Exr6An7d28N/4Lfo1WdAIdVYe+nb8jwFTZ/7S9UvPlUfcs+rr96+jUSnto3Rx/8b+A8cqlY9FQoFRgz1R9S7t9i4dY/gf4ir2978thOrMM4tVdqiCwFI1b6S+pzWVfr295a6y7CpdXs3s1GjRmHEiBG8fathQft2on6DRjkGvvw4OZVGk2atELRvJz9HokxUuS0m1Zfj4eB9kMlk6P75l2rva2RkhB5+vRHy4D7u/yP82Wl12vvx9rrK0K54qfsZk34SHPrOnDmDU6dO8RavBj18cA//3LmNDh27CS6jQ8eueP70KW5evyphzYh0X15fklJ9OSqVSgTt24XGTVvAplgxQWXUq98Qtvb2CNq3S1RdVG2vPgSgdOltMbT2AobTZspKcOhr27Yt4uPjcezYMSnrQ2o4cigIxYoXh09D4aue1KxdD6WcnHH40H4Ja0akH3L6kpTyyzHk4X08DnmIdh26CC7DxMQEbdt1xJFDQaKv2Bd0e7WZobTXkD9jEjE5c8eOHfHu3TuMGjUKTZs2RbVq1VCsWDEYGWXPkZ07dxZVScrZ67BXcCtXAaampoLLMDIyQrnyFfHmdZiENSPSH5kfhK/oags7O4eM18UKe5U232lFD3FXDit4VEb0hw+Ij48T/UxyQbZXG3080CHz6/rK0D5j+o/g0NerVy8Aabcnjhw5giNHjuS4nUwmY+grILGxMZDL5aLLsbC0zPjyIaLszl6+i4qutll+l0JsbAyAtOmUxEh/eDs2JkaSgWiZ2xsR8Qb3n0aKLlObpYegiIg3AKD37QUK7pwm7Sb49m7mOfg4T59mmJkVRVJiouhyEhMTYWZmJkGNiPSTTy3PjKshUipSpAgAICkpSVQ5iYkJANL+TpBC5vba2TkY3AP+htDegjqnSbsJvtI3Z84cKetBAlhbW+Pxo4eiywkPf41SJblUHlFOMgeA9C9JqdabtbFJG7zx5k0YrG2Ez5UZHv4GMiMjyPOZrkEVmdt7/2mkJMt5abv0NmYOQYbQXkD6c5q0m6DQd+nSJTx+/BhRUVEoXbo02rZtCxcXF6nrRvmo36Ax9u7ajocP7uU4e78qQl8+x+0b19G1e0+Ja0ek+3J6xkvKEORVtTosrazwx+EDgv8MA8Afhw+gXv0GMDER/O/4bNLbJnY5L21X0J+xtjG09lJWat/enTZtGnr16oU1a9Zg+/btWLx4Mdq2bYtt27YVRP0oD/UbNELxEiVETdUQvH8P5BYWaNqslYQ1I9J9uT3UL3Rpq5yYmZmhVZsOCA7ag5SUFEFlPHkcgts3rqO9r/ARwOlym3tQyjZrk8L4jLWJobWXslMr9AUHB+P333/P9sxeSkoKfvjhB9y4caOg6kk5MDU1RZv2nXAoeB8SExLU3j85ORkH9u9Gi1ZtUdTcvABqSKSb8hvFKeWXZIdOXREZHo6/z54WtP/+21K4uAAAIABJREFUvTthZWODTxs3F1WP/Nqhb1eACvMz1gaG1l7KmVqhb8eOHQCAkiVLYvr06Vi1ahVGjx4NGxsbKBQKbNq0qUAqSbnr3PULJMTHYcHc79UeNLPs5/mIiHiDrp/5FVDtiHSPqtN2SPUl6VHJC97Va+Knud/j7Vv1Ro1evXIRv2/diK7de2QMChFC3alKdD0UFPZnrGmG1l7KnVqh7/bt25DJZFiyZAl69uyJxo0bY+DAgZg3bx6USiWv9GmASxlXTJzyA4L378aq5T+rHPwCN6zB9m2bMHLMZNFzhBHpC3XDjxRfkjKZDN//uBApKckYM3wQ3kdFqbTfvbu3MWnccFSrURv9Bqi3Zm9m6rRZH0KBJj5jTTK09lLe1Ap90dHRKFq0KLy9vbO8/sknn2S8T4WvTbuOGDpiLDauW41pk0fj2dMnuW4b+vI5Zs2YjBVLF6HfgCHo+hkHcBB9TJ1bmVJ8STo4lsSipWvwOiwUg/r1xOmTx3P9B1xiQgJ+3xaIbwf3QenSLvhx3i+CJ2gXMhmxLocCoZMv63Kb0xlaeylnag31UigUKFo0+zxQ6a8pFAppakVq+/Jrf5SwtcPypQvRs3t7NG3eEnXq+cDNrRzevrLB2Ys3cPH8ORw9EgxraxuMmzwdXbr10HS1ibSGmC83KUa4VvTwxPI1mzBv9jRMGD0U5St6oEXrdqhUyQtyuQXevo3ErRtXERy0B+/evUObdr4YPX6K4Imdxaw+oYsjesWutpG5zbpC0+c0aR/pxveTxrVt3wnNWrTB/j07sG/Pdpw49geUSgWMjWRQKAC3cuUxdPhYdO72BczNxa/kQaQvpFh+S4pQUNbNHSvWbsKVyxewJXAdNq5bjbjY2Iz3be3s0ODTpujVZwBKu5QRdax0mmyvJogJL+lt1oUQpC3nNGkXtUNfSkoKLl26lOOth9zeq1OnjvAaklrMzMzQ/Ysv0f2LLxEXF4s3r1+htIMVEiGHhYWVpqtHpJWk+gKXqpyateqiZq26SE1NxavQl0hIiIe1tQ3sHRwhk8kkOYYUddX24JOZtn3GBc3Q2kuqUTv0xcTEZKy7m5lMJsvxPZlMhjt37givIQkml1vAzb083J2L4dHLKHBFPCLdYmxsLNkVPSIitUMf19LVfrGxMfjz+B+4ffMaXr58DkvzIrAsZo8qVaqhSbOWsLIWvtwTkb6S4pZdbpMbq0upVOLyxb9x+dJ5PHxwDwkJCbC2toFn5Sqo36ARypWvKKp8bfTi+TOcOXUcd27dQFTUOxS3sYCDU1lUr1Ebn/h8CmNjY1HlS/XZSHVrNy4uFidPHMWtm9fw4tlTKJVAyVJOqFK1Gpo0ayVqWT6i3MiUaqS4SZMmCTqItq/TGxsbC0vLtIehb9x7Ablc/PqVmhAd/QHbt23C/7ZuRMyHD3B1c0dZt3KwsTTDrTv38CjkIeRyObp/8SV6+PWBTbFimq6yVpHJwKuiatCn/pLi+ae8ylC1r5RKJU79eRTr1qzAg3t3UcLWFh6eXpDL5XgbGYm7d24hIT4enzZuhn4DhsDD00tQXbXJk8ch2BCwEn8cDoapqQk8KnnBwdERpkYKXL56HeGvX8O1rBt6+w9Gy9btBYe/gv6MVRUTE42dv2/B1s0b8CEqCq5u7nBzLw+ZTIbnz54g5OEDmJubo9vnfuj5ZV8UK148z/L06c9hYdC3/oqLi4W3R2kAaXdiLfJZf1ut0Kev9CH0hYa+wIgh/fDmdRg6dv4MX/XuD8eSpbKc4BHh4di6aQN2bt8CK2trLFm+HmXd3DVdda2hb38ZFDR96y8xX+j57atKX6WkpGDurKkI3r8HNevUQ1//wahZu16WZ/iSk5Nx5OB+bFi3EqEvXmDc5Ono3PULteqqTY4fPYQZU8aheAlb9Oo9AL6du8PMzCxLf926eQMbAlbgr1N/okGjJpg192eYmZkJOl5BfsaqCHsViuFD+iLsVWjG39MlSzll2SYyMgLb/v172sLSEkuWr4Obe/lcy9S3P4cFTd/6i6FPAF0PfRHhb+Df+3MUKVIEPy9bC+fS/z0DlNMJHv7mNUZ+2x/v3kZizYZtWbY3ZPr2l0FB08f+EvLFrso++fWVUqnE99Mm4I/DBzB15ly0buub5zFTUlLwy8I52Pn7FkyYMhOdunyuUl21yckTf2Dy+JFo3rINpsyYk2VFkZz66+yZk5g8fjhq1qqL+YtXwMRE2OQTBfUZ5ycyIhwD+vSATCbDL8vX5fusZkT4G4waNgDh4W+wZv02uJRxzXE7ffxzWJD0rb/UDX1qTc5M2icpKQmTxg0DAKxYs0mlAGfv4IhfV22EhaUlJo4dhvj4uIKuJpFOEDMprZjnvDZvDMDh4P2YMWtBvoEPAExMTDB6/BR0/awnfpr7Pa5fvSz42JoQ8vA+Zk6dgKbNW2L6D/NVWkLOp2FjLFi8AhfOn8WKZYsEH1vdz1iKwJecnIzJ40cgOSUZy9cEqjQ4x87eAb+u2ohiNsUwYcxQxMbGCDo2UWYMfTruj0NBuHPrJuYsWAo7eweV9ytWvDjmLfwVT588wr49OwqwhkS6RZ1QIMXggOgP77Fm5RL07NUXLVq1U3k/mUyGEWMmoVLlKlj2y3zBx9eElb8uhqNjSXw3/Ue1ntGrU88Hg4eOwtbA9QgNfSH4+IV5hQ8Ajv1xEDevX8Wc+UvgWLKUyvtZ29hg3qLlePniGfbs/J/g4xOlY+jTcUH7dqF23U9Q2auq2vu6l6uAho2aIWjvTo7KJspEleAn1aS1fxwORmpqKvy+6qv2vqampvD7qi9u37yBx48eSlKfghYZEY5zf53CZz16CZokvtvnfjCXyxG8f4+oeqR/xqp8vmJH6x7Yvxs1atdFFe/qau/rWtYNjZu0wIH9u/n3NInG0KfDnj19gutXL6NDx/+zd99xTZx/HMA/YY8EUEAQJzgQQXEvrFtRlopaFxb31qp1t7auVq2DWlfrrqO11om4RetWBAeKKCqKDAcISBJW1u8PCj8HI7m7hCR8368Xr5bknue+zyD39XL3XD/Gdfj698WzJ3GIe0RrKRLyodISPy4TgrDQg2jr1QG2dvaMyrfv0AVWNjY4HnqYVRyacvL4URgaGqK7t/JnNT9kbm6Brt174cSxw5w9+lOd45uSnIioiBvw9e/LuA7fgH54Ef8MMQ+iWcVCCCV9OuzMyWPgCwTo0Kkr4zpat20PW3t7nDx+lMPICNEPxSV+XCYEL54/w6OHMfALCGRch7GxMXr28sfJ40d04kzQ6ZPH0LFTN1brhfr37ofXr1Jw904kq1jKOqPLxXp8p0+GwcLSEp279mBcR4tWbVDFwRGn6HOasERJnw5LSnqJevUbwNTMjHEdRkZGaODmjuTkRA4jI0R/lJQYcJEQJCW+BAC4e3iyqsfdwxMZ6enIzc1hHZO6JSW+hDuDrzk/5Pbf5Syvkplf11fo0/HlahHnQslJiXCpU4/V884NDQ3h5t4IKfQ5TViipE+HicUiWJRxe7YyLC35EAmFHEREiH66FhWLtLS3SEt7W/Q7F7LFYgAAn8/uudiFnwPa/ncskUiQl5sLviWfVT1GRkYwNTODUJjFSVyF4/nhGHNFJBIWLQnGhqUlH0KRdo8v0X6U9OkwY2MTSCUS1vVIpRKllkwgpKLi6qaNTxkZF6w1J5Hks6pHKi34HDAxYbZosaYYGRmBZ2CAfJbtVSgU/31uaXd7AcDE2BgSqZR1PRJJvk60l2g3Svp0mEBghbS0VNb1vEtLg8DKioOICNE/hQmfnV0V2NlV+eg1tqz+u66N7d/xu7Q0AODkzL868Xg8CKysiuJlKuv9e8ikMggE3HxuqXOMBdbWSEtlf/YwPf0dBCzPCBNCSZ8Oa9GqLZ49icPLhBeM60h9+wbR9+6gRau23AVGiJ749Bo+Nos3F6ehR2OYmZvj/LnTrOo5H34aTVu0grGxMeuY1K1lqzY4f+4Uq5tOzp87BQNDAzRt3pJ1POoe4xYt2yDheTzinz1hXMe7tFTciYqgz2nCGiV9OqxDp67gCwQICz3IuI6Tx4/CxMQYXbv34jAyQnRfSTdtcJkUWFhYsl5+JDnpJW7fusnqDmBNKlx+5GHMfcZ1FC5zo8qC9MXRxBi379AF1jY2OH6M+ZI6p06EwtDQED16+rGKhRBK+nSYqakpvHv54+Txo5AyuGZELpcjLPQgOnf15uxrEkL0QVl36XKZFPj37odXKcm4HXmTUfkTYUcKlgTpwnxJEE1q2aot7B0cEHaU2ZOAnj2NQ2zMA9ZJrqbG2NjYGN4+ATh1/CgkDK7BVigUOH7sMDp26gYra+bL3BACUNKn83oHfomM9HfYuG61ymW3b9mI5MREBPYfrIbICNFNyi7LwlVS0MizKerWd8Wq5YtVvhs17tFD/Ll7O/wCAmFmbs44Bk0yNDREYP/BOHb0IKJu3VCpbF5eHpYt+Q4OjlXRrn0nxjFoeoz7BH6JrKz3WBeyQuWyu3Zsxov4Z+g7gD6nCXuU9Om4uvVc8fWMedi3Zyf+/muX0uXCjh7E9s0bMGbCVEaPBiJE3ymzLAsXSQGPx8PS5b8gPf0d5s/+Gjk52UqVS3yZgFkzJqK2c11MmDyD0b7Ly9CvRqFZ89aYP2caHsfGKFVGIpFg0YLZePrkMZat+pXx9YuqrrXIxRjXdq6DGbO+w4G/92Lvrm1KlzsRdgSbN67FyLGT0LQZ++sXCdHapG/nzp3w8PDA9OnTP3svMjISX331FVq1aoW2bdtizJgxiI39+I83KysL3377Ldq2bYtGjRqhb9++uHDhgqbC16j+A4di6FejsHbVMqxesQTv3pV8Z9z7zExsWLsKPy3+Dn0HDELwyHEajJQQ7cbkoM5FUlCzVm2sWLMBDx9EY/K4YDyIvlvitjKZDGdPn8CE0UNhYW6BlSEbWS3QXh6MjIzw44oQ1KhRE5PHD8exIwdK/erzSdwjzJg6FlcunceSZSFo4ObBaL9MF9fmYl3GPv0GInjUOGxYuworly/Cu1Lu2M56/x6b1q/B0h/mwa93P4wcM5H1/gkBAJ5Cy57bk5mZiblz5yImJgbZ2dno0KEDQkJCit6/e/cugoKC4Ovri9GjRyM3NxcrVqzAkydPEBYWBnv7gudXBgcHIzk5GT/++CPs7OwQGhqKLVu2YPfu3WjevPlH+xSLxUWLZ0Y/ToKFhXYve1AchUKBfXt3YtvmDZDJpPAL6IeWrdvB2aUOajvZ4PKNu7gVcQOhh/+BXC7HsOFjMGL0BPB4vPIOXWvweIBLNRvEJ2dCu/4qtJO+9Rfbp22UVl7ZvnoYcx9LfpiLhOfxaNGqLXr09IWrmzssLCyQkZ6O+9F3cPTQfrxMeIE27dpjweIVqFSpssqxaguxWITlSxcg/MwpOFZ1Qp/+A9GocVM4ODjA3toE4Rdv4kL4GVy+eB5Vq1XHvO8WM76DlYunqXDxtI79+3Zjy6ZfIZHkwzcgEK1ae8HZpS4MDAzwMuE5Im8VfE7LZFIM/Wo0Ro2dVOrntL79HaqbvvVXdrYYjV2rAwBEIhEsy1i2SeuSvj179uDMmTMICQnBgAED4Onp+VHSN23aNMTExOD06dMwMCg4UfnixQt4e3tj/vz5CA4Oxq1btxAUFIRt27ahffv2RWUHDhwIPp+Pbds+Pr2uD0lfoaz377F/324cPbwf71JTAR5gaMCDTK5ApUqV4evfF4OCRqByZdvyDlXr6NuHgbrpU39x9Xi1kpICVfpKLpfjQvhp/Ll7Ox49jPloaRNjE2O0btMewaPGw92jMeM4tc3TJ4+xa/vvuHzpAvJycz/63KpTtz4GDQlGj17+rJak4SJh42qeCIVZ2P9Xwed02tuP1/CzqVQJvv6BGBQ0HLa2dmXWpU9/h5qgb/2l80lfYmIinJycYGhoiC5dunyW9GVnZyMnJwe2tv9PWnJyctCkSRNMmzYNEyZMQEhICHbu3ImoqCgYGRkVbbd+/Xps2rQJd+7c+egJFPqU9BVSKBR48/oVUlIS4WTHh9xIgKpONejMXin07cNA3ai/lMe0r0QiIZ4/e4q8vFwIBFZwqVtfJ9biY0oqleLF82d4n5mO2tVsYSpwAF+gv3esKhQKvH3zGslJLyGXy+FYtRqqVVftc5r+DlWjb/2latJnVOq75aBGjRqlvm9hYQELi48fXH3+/HkAQJMmBTckPH/+HFWrVv0o4QOAWrVqQSqV4uXLl6hbty6HUWsfHo8Hx6pOqOrkpFcTnJCKhM8XoJFn0/IOQ2OMjIxQt56r3h2YS8Lj8eDgWBUOjlXLOxRSQWhd0qeqpKQkLF68GO3bt0fbtgXXepSU7RaezROW8lByHq/gR5dJJBLciriOB9F3kZKcCCtLU1hY2cKjURO0auNFz9ktQeG4Fzf+bZu74ToHF3NzVY82KK2/dBEXY9P2v6//Pq1H3/pKHTIy0hFx/SpiYqKRmZEOu0oC2DnWRJNmLeHW0IP1txQljQ2TerTpb5jmlmr0rb9UbYdOJ31Pnz7FyJEjUaVKFaxerfo6dcVxdrIp8/SotsrPz8fff/+N9evXIzExEZUrV0a9evUges/Ds8uXsWfnFjg6OmLSpEkYOnQozHTsjj9NcXay+ew1QwMe2rdsiJSUFMb1Ojk5wdCAB5dqn9evy4rrL11TODZsxriwDgAljrE+9BXX3rx5g02bNmHXrl3Izc2Fs7Mzqlatiqfv3iA0NBS5ublo1aoVpk+fjg4dOjBO/grHhosxZvtZoA40t1SjL/0lFqt2uYfOJn2RkZGYOHEi6tati02bNsH6g5XKBQIBkpOTPytTeIbPyqrkp088T8mEhYXqq6aXt/T0d5g2aTSexj1Gl+7eWLTsF9Sr3wAGBjw4O9kgPjkD8c+eYs8f2/Ddgu/x+5Zt+HXjdlRxcCzv0LUGj1fwQfA85fOvlGTyghccHKsy+ld+2w8uAI9PzmQVp7Yorb90zZVbD4vGiMkYfzi+16NiPxtjfeorLkVGXMfsGZNhaGiIgUNHoN+XQ1C5sm1Rf8UlpOLGtSvYsXUTvhw4CL7+fTH3u8WfXbqjDHWPcXmhuaUafeuv7GyxSttr7Tp9pbl//z7GjBmDVq1aYefOnR8lfADg4uKCV69efbbu04sXL2BsbIyaNWuWWLdCoXs/7zPfY+LoYUh/l4btu//BkmUhqFffDQDvg0nNg7NLPSxYtBy79x1Fbk4uxo8KQurbt+Uevzb9lDQHrkXGAgoACqBtMzeV6mzbzK2o7LXI2HJvoyb6Sxd/2IyxMuOrT33Fxc+tm9cxY+o4NPZsioPHzmH0uCmoVMn2o/4yMjKG1xedsWXn3/j2h59w8vhRLFowB3K5QqNjrO1/wzS3KnZ/qULnkr53795h3Lhx8PLywtq1a4u9Pq1Tp07Iy8vDtWvXPno9PDwcX3zxhV7d/SaVSrFg3nRkZGZg45Y9cHVzL7OMs0tdbNq6B/mSfMybPRX5+fkaiFT3MVmEl6slHohmsBljGl/lJSe9xLdzp6Nps5ZYsWZjmc/+5vF48PXvi0U/rsK50yfwx/bfGe9b1XGiv2GiT7Qu6cvMzERqaipSU1Mhk8mQl5dX9Htubi7Wrl2L/Px8zJw5E+np6UXvpaamIjOz4HS7p6cnOnfujEWLFuHmzZtITEzEsmXL8OzZM0yePLmcW8itC+FncOvmdSxdtgY1atZSupxjVScsW7kODx/cx4mww2qMUL+okhTQwUI3MR1jorzfNoTA0sISS5atUenGsq7deyF41Dhs/X0d0lLfll2gBIVjTH/DpKLRuqRvypQpaN++Pdq3b4/Xr18jPDy86PcTJ07gypUrEAqF8Pb2Lnq98GfKlClF9axevRpffPEFpk2bBh8fH9y5cwfbtm2Du3vZZ8J0SdjRA2jcpBmjVeo9GnmiTbv2OB56SA2R6S9lkgI6WOg2GmP1eZ+ZiYsXzmHAoCAIrFRfg2/IsJEwMjLCyeNHOYmHxpdUJFp3I8fu3btLfT8wMFCpeiwtLbFo0SIsWrSIi7C00qtXyYiMuIH53y9lXIdfQCC+nT0N8c+ewKVOPQ6j02/XomKLDgrtmruVmCTQwUJ30Rirx5lTYVAoFPD2CWBUXiCwQqcuPRAWehBBwaMZ381b2vh+uh0h+kLrzvQR5Z0+cQymZmbo3M2bcR3tO3SBtY0NToZx86/miqS4JICSAf1S3BjSGLNzIuwIvL7ozOpRkH4BgUhMSEDM/XusYikpkafrNIm+oqRPhyW8iEd9VzdWj40zNjaGeyNPJLyI5zCyiuPDg0L9WrbFvk5024fXf1HCx17Ci3h4NmnGqg7Ppi2K6mLr08SPrtMk+oySPh0mEgkhKGXNQWVZWvIhEpX8lBJSumtRsUhLK7ioPC3tLSUDeiot7W3RONMYMyOVSpGbk1Pm3bplMTY2hqmZKYQcfW4VjieNMdF3lPTpMENDI8ikUtb1yOUyGDJY7JQUaNfcDXZ2VQAAdnZV6EwBISUwMDAAj8eDVMbuc0uhUEAmk8HIkD63CFEFJX06jM8XICMjg3U9GRkZrP/lTYC4hHflHQJRg8Ik3s6uSlFyT4k9MwYGBrDk85HJ8nNLJBJCKpFy8k0HQGNMKg5K+nRY02YtEPfoIV69+vyRc8rKyEjHvTuR8GzanMPIKo5PDwzKrv9FdMOn1/AxWbyZfKxJ0xa4eOEcqzouXTgHHo+HRp5NWcdDY0wqEkr6dFjnbt4wMzfHiWNHGNdx+uQx8Hg89OzFbPmEiqysi/rpgKHbShpfSgrY8evdD49jY/D0yWPGdRw/dhjNW7aBk1N1VrHQGJOKhpI+HWZhYYku3XrixLHDkMvlKpdXKBQ4HnoIX3TsCmsbGzVEqL9KS/jogKH7ykroaYyZa+vVAZUqV0bY0YOMyiclvsTd25HwC1BuzdaS0BiTioiSPh3Xp99AvEpJxq4dm1Uue+DvvXj2JA59Ar9UQ2T6S5llO+iAoR9Ku4OTxpgZY2Nj+PXuh8MH9yH24X2VykqlUvz800LYVKqEjp27MY5B2aV3aIyJvqGkT8e5ezTGyLGTsGXTrzh98pjS5S79G461a5ZhUNBwtGzdTo0R6hdV1mmjA4ZuUmWsaIyZGTlmEurVb4A530xG4ssEpcrI5XKsWr4It6NuYsmyNTA1M2O0b1XXWqSlW4g+oaRPD4wcMxG9/Ppg8YI52L5lI7KzxSVum5ebiz93b8f82VPRqUt3TJzyjQYj1W1MFualpEC30BhrhqmpKZavWg9LC0tMGD0UVy5dgEKhKHH7169SsGDeDBw7egjzvluC5i3bMNov08W16QYtoi94itL+0ioIsVgMPp8PAIh+nMTqCRflRS6X47f1a/DX3p3g8wXoPzAIrdt4obaLC1yqVcLF63dxK+I6/vlrN9LT0xHYfxCmzZwPQ0PD8g5da/B4gEs1G8QnZ+LTvwq2T2LQxyc5lNZfukidY6xvfcWV9PR3WDBvBu5ERqCeqxsGDBwKj8ZN4eDoAMdKpjhz4QYuhJ/GibAjMLewxOx5P6Br916M9qWvf8M0t1Sjb/2VnS1GY9eCG5pEIhEsLUvPXyjpg34kfYVevUrGnj+24sSxw8jLzQN4gKEBDzK5AkZGRvDuFYDgkeNQvUbN8g5V6yiT9LH5sNe353nq04cnVwf0ksZYn/qKawqFAneiIrBj22+IirhR8OIHn1u2tnYYOCQYffsPgqUln/F+uPwbZlsPl2huqUbf+ouSPgb0KekrJJFI8PTJI6QkJ8LRlg+FsRXquzaEiYlJeYemtfTtw0DdqL+UR32lHKEwC48ePkBmZgZqVq0Ey0rVUK16TfB4vPIOTWvR3FKNvvWXqkkfPcNGTxkbG8OtYSM0dG+kVxOcEKK/BAIrtGzdTu8OzIRoC0r69JBCocDjRzF4EH0PKcmJqGRlBlPLymjo4YmG7o1gYMD+/p12zd1Yf72hS193ctFeLuvJyclG9N07eBgTjfeZGTA2NoFL3XrwbNqc9YK1hXEC7MeGq/ZqQkWb09omNycH0fdu42HMfWRmpMPBzgqV7GugcZNmcKpWo7zDI0QvUNKnR+RyOS5fDMf2LZvw5HEsjIyN4FStOsxNjRH//AUk+RI416mL4aMmoEs3b8Y3cRQe2NgcJHXxLji2SQEXbRaJhDi4/0/8tXcnsjIzwRcIYGdfBXm5udi7axsAoFPXHhg+ajzqu7LfHxdjrAuJX0Wd09pAJBLi0D9/4a89O/D+vzltb18FUEjx/EUCoAA6dO6GkaMnoH6DhuUdLiE6jZZs0RMikRBTJ47EvJlTIbCyQsj6rTh7MRJ/HzqJS5cuIfxyFNb9tgMODo74Yf43GD9qCN5nZjLaF5dLVGh7MvAppu3lIiF4GHMfX/bxxrbN69G1e0/s/ecYTl+4iT//CcPBY+dw+sINzP1uMeIex2L4kEBsXLe61GUwSsN2jLXxgvfSVOQ5XZ4exT7AwL49sfX3dejczRt79ofi1Pkb+PNAGG7cuIEzF25g/vdL8ezpYwwf2g8b1q5iPKcJIXQjBwDdv5EjO1uMqRNG4GXCCyxdHoJWbbyK3ivu2ph7d6Iwd+Zk2NrZY9OW3RBYWTPaL9MDu7Z+BVbWdURs26tquQ89uH8P0yaNgnOduvhpxVrYV3EocVupVIq/9uzApnVr8OWQrzDtm3mM9gmUPlYl9ZeuJXwfUtecpmvUPvcw5j6mThgBZ5c6+HHFWlRxcCx679P+kkql+PvPP7Bh7Sr0HzgU02d9Szd3/Ifmlmr0rb9UvZGDzvTpOIVCgR8XfYvn8c+wbtOOjxK+kng2bY5NW/cg9e0b/PDtTMhkMkb7ZnJ2RJe/AmPbXqYJUFrqW8ybNQUudeph7YZtpSZ8AGBkZIRhw8fgmzkLsP/PXTh8cB+j/QKqL0qrywkfUPHmdHlJS32LOd9MgrNVSntuAAAgAElEQVRLHfyyYdtHCV9xjIyMMPSrUZg1/wcc+HsvDh9gPqcJqcgo6dNxly+ex4Vzp/H94uVwdXNXulxt5zpYujwEN65dUenxbZ9S5SCp6wkBUD7t3fDrKgDAspW/qnQWut+XQ9Cn/0D8suonZL1/z3j/hSrC+AIVb06Xh982hAAKBZatXKfS2nt9+w1Cvy+H4JfVPyEzI0ONERKinyjp03HHjh5Ag4bu6Ni5u8plW7Zuh+at2uB46CFWMShzkNSng6Mm2ysUZuFC+Gl8OWgYbO3sVS4/auxkyOVynDkVxjgGVc9+6fr4AhVvTmuSSCRE+NmT6D8wCHb2VVQuP3LsJADA6VPM/7FKSEVFSZ8Oe5eWiutXL8EvoB/jOvwCAnEn6haSEl+yiqW0g54+HhxLSwq4bO+5MycglUrRy7c3o/K2tnbwat8JYWpO7LX1Ok02Ktqc1pTzZ08hP1/CeE5XqlQZ7Tt0QdjRg3RTByEqoqRPh506EQpDQ0N09/ZhXEfHTt1gyefj5PEjrOMp7vovfT44FpcIcd3eE8cOo027LxidESnkGxCIuEcP8STuEatYSkr82urxNW0VbU5rQljoIbRu067M6/hK4+vfF8+exOHJY+p/QlRBSZ8Oi3/2BK4N3BnffQsAZubmaOTZFM+exHEYWcGBsSIcHD9sV/1atsW+zsbTJ3Fo0bINqzpatmoLAHj2lP0Yf9iuts3d4OTkVOx7+qiizGl1i3/2BM3ZzunW7QAATzmY04RUJJT06TBhVhasrJknfIX4fAGEwiwOIvr/gTAt7S3S0t5+9Jq+uhYVW9TWtLS3nLVXIpEgLzcXAoEVq3pMzcxgZGwEkVDISVxFY5z6Fm/evPnoNX1UEee0ushkMmSLxbBi8Q9VADAxMYGJqQlnn1uEVBSU9OkwAwMDyOVy1vUoFHIYMHw6BylgZ1flo/9yoXAdMi6uW1IoFLSuGSl3PB4PPB4PcgX7zy25XA5DA/rcIkQVlPTpML7AClnvmT1V40NZ79+rtGxCaQq//rKzq1KUAOn7OmYftvnD39kyMjKCuYUFMjPZLU0hFosgk8rAFwg4iauovfZV4ODg8NFr+qgizml1MTAwgCWfj/csP7dycrIhlUhhyefmc4uQioKSPh3W0L0RYh/GIC31LeM6hMIs3LsbBXePxqzj+fR6Jy4fbaWtSrrGi6v2NvRojGtXLrKq4+rlfwEA7h6erOP5sF3Xo2KRkpJS7Hv6oiLOaXVza+iBq5f+ZVXHlf/KN3Rn/7lFSEVCSZ8O697TF8bGRjh1IpRxHedOs1sSpFBJyY8+HySLazPX7fULCMTd25GsltQJCz2EJs1aoHqNmqxiKWmMr+vpGFfEOa0Jfr374/69O3iZ8IJxHcdDD6KRZ1PUqu3MXWCEVACU9OkwgcAKHTt3Z7VeVVjoQbT16sBqSZAPFXeBuz4eJEu7i5PL9nbq3B18gQDHjzFbZy8lJQlRETfgGxDIKo6y7lrVxzEuVNHaq24dOnUFXyBAWOhBRuVfv0rBrZvX4d+b+fqkhFRUlPTpuN59B+Blwgsc3P+nymVPnQhFbMwDBPQZwCoGZRbm1aeDpDLLdnDVXlMzM3j38seBv/ci4cVzlcrK5XL8uno5+AIBunTzZhyDssuU6NMdrao+eUTX57QmmZqaopdvbxz65y+8eB6vUlmFQoFfQ1bAwtISnVnMaUIqKkr6dFyzFq0xYFAQ1q5ZhutXLyld7nZUBJYvXQAf/75o36Ez4/2rcrDTh4OkKuu0cdXecZOmwc7OHnNmTMS7tFSlyigUCmxatwaX/g3HgkXLYW5uwWjfTNel09XxBcpnjCuasRO/RhUHR8yeMUHpa5IVCgV+2xCCf8PPYMGi5ZzdfEZIRUJJnx6YPG022nl1xJxvJuHwwX2QSqUlbiuTyXDy+FHMmDIGjT2bY9a8Hxgv5cEkIdDlg2R5tZfPF2DlL78hOycb40cPRcyD6FK3F2a9x88//YC9u7Zh6jdz8UXHLoz2W9HGF6iYbS4PlpZ8/LxmI/Ly8jB+dBAe3L9X6vbCrPdYtWIxdu/YginTZ6NDp64aipQQ/UJJnx4wNjbG0hW/wLtXAFb+tAiD+vng8IF9SEp8CYVCAYVCgZSUJIQdPYigL/2x5PuCRGDlL5tgamrKaJ9snkygiwfJ8m5v9Ro18dvWPTAxMcWY4IGYPnk0rl7+F1nv3wMoWMj5cWwMftsQgr5+XXHqRChmf7sQg4YEM9pfSfGrur2ujC9Q/mNc0VSvURObtu6Bubk5xg4fhGmTRuHKpQtFc1oqleLxo4f4feMvCPTvhuOhhzBr3g8YHDSinCMnRHfxFPTEaojFYvD/W+8p+nESLCwsyzki5uIex2Lntt/wb/gZAICRsRGMjQyRk5sHKACvDp0wfNQEVku0cPUoKmWuBdQkHg9wqWaD+ORMfPpXwUWsXNQhk8lw/txp7Ny2Cc+fPQUAmJqZQiKRQC6Tw8zcHP0GDMGgoOGwtbVTa6yl9deHdZRVjzZQ95wuq68qMplMhgvhp7Fz22+If/oEQMGcVshlyJdIYWpqhn4DhmBw0HDY2tmXc7Tah+aWavStv7KzxWjsWh0AIBKJYGlZev5CSR/0K+kr9D4zEzEP7uFVShLsbMxhZF4Jbu6NUbmybdmFKyhd+jBQKBRITkrEwwfRyMhMh4mxCerUrQ/XBg1hamamkRh0qb/KG/VV2T6c05mZ6ajmYAMr2+qo76q5Oa2LaG6pRt/6S9Wkz0gTQRHNs7axQbv2HfVugpMCPB4P1WvUZL32HiHa4sM5TZ9bhKgHJX166s3rV7gffee/M30WMDKvBHePxnCqVoOT+ts1d2P9lR2XX++KxSLExtzHk7hHyM/Ph0BgBTd3D9St1wDGxsas6+eivVzWI5PJ8OxpHB7GRON9ZiaMjY3hUrc+3D0aQyCwYl2/Nnrz+hUe3L+L5OREAEBVx2pwb6S/c5oQQrhGSZ+eib57G9u3bEDEjWsAAIGVFUyMDfEuPQNQAE1btMKIUePRvGUb1nftcpXAsJGW+hZ7d2/HkYP7kJebB1MzM5ibm0MozIJMKoO9gwOGBY+Bf5/+jG9aKcS2vVxc4C+RSHAy7Aj+2LEZr5KTYGBoACsra+Tm5iI3JwdGxkbw79MfQcGjUbVqNdb70wb3793Bjq0bcePaFQAFcxo8HoT/XfDftHlLjBg9QW/mNCGEqAtd0wf9uKYvPz8fS36Yg/Azp+BStx6CgkejZet2sLOzg0s1G0Q9iEdkxA3s+WMb4h49RLsvOmLJsjUaX7/t0/JsDrBhRw9i5fJFMDU1w4BBQeju7YuatZxhYGCAvLw8PI6NweGD+3Dm1HHY2tlhVcgm1G/QsMT6lLmRg2nMXNwo8OJ5PGZOG4+UpER06toD/b8cgobujWFmbg6FQoHElwm4EH4af+3dCbFIiElfz+Lk7t2SqPsruPz8fCz9YS7OnTmJ2i51EBQ8Gq3beBVdzJ+ZkYHIW9exd9d2PI6NQdv2HbBk2RrGf7/qnNP0daVqqL+UR32lGn3rL7qRgwFdT/ry8/Mxe/oE3L0TiXkLlqK7ty8MDApW4/l0gisUClz69xwWfz8Xdeu5Yu2GbTAzN2e0Xy4W7mWaAB34ey/W/LwUAX37Y9LXs0r9SjPxZQIWfjcTiS8T8MuGbWjo3qjY7dR1NyoX7X0e/xSTxn6FSpVtsWTZGrjUqVfittnZYmz9fT327dmJcZOmIXjkOEb7LIs6PzwlEglmT5+A21ERmLdgKXr09Cua058qmNPhWPLDXDjXqYtfN24v18WoKeljj/pLedRXqtG3/lI16aN1+nScQqHAmp+X4HZUBFav/R3evfxLPDgCBRdLd+zcHWs3bseTuEf4cfF8xs/tZbI2GRcJ0I3rVxCy6id8OeQrzPl2cZnXsNWoWQtrN25HLWcXzPlmktJPAPhUebU36/17zJo+EbZ29ti4eXepCR8AWFhYYur0ORg5dhJ+3/ALzp05wWi/5Slk5VJERd7E6rW/o6dPgBJzuht+3bQDz57E4cdFujenCSFEEyjp03G3bl5D6OEDmDN/EZq3bKN0OY9GnliwaBnCz5zCv+fPMN6/KgdJLg6OEokES76fgzbt2mPKtNlKX8PF5wuwfOU6AMDaNcsY7RvQfHsBYNP61RAKs7Bi9XpY29goXW7U2Eno5u2DZUsWQCwWMd6/pkVGXMeRg/sxc873aNGqrdLlGro3wg9LVuD82dMIP3uS8f7LY4wJIUQTKOnTcceOHoBL3Xrw8e+rctnOXb3h0bgJjh05wCoGZQ52XB0cr1w6j4z0dEz+ehYMDQ1VKmtrZ4+g4NG4eOEcMjMyGMegTFLAVXtzcrJx5tRxDBgYpPJdqjweD5O/noXcnBycP3uKcQyaFnrkAGo5u8C/T3+Vy3bs3B2NmzRD2NGDrGLQ5JwmhBBNoaRPh73PzMTFC+fg69+X8V2LfgGBuHn9Kt68fsUqlsKDXnFJEJcHx7DQQ3Bv1BjOLnUZlffu6Q8AOH3qGKs4Skv8uGzv+XOnkZOdDR//PozKV3FwRKs27XCMZRKkKcKs97h44Sz8AgIZz2n/3v1w6+Z1vHqVzCoWTc1pQgjRFK1N+nbu3AkPDw9Mnz692PevXbsGLy8veHl5ffbeoUOH4OrqWuzPqVO6c8ajLGdPH4dCoYC3TwDjOrp07wkTU1OcPH6Us7g+PCByeXBMS32LG9euwDcgkHEdNpUqoX2HLqzPBAHFJ35cJwMnjh1G81Zt4ORUnXEdvgGBeBB9FwkvnrOOR93Onj4BmUyGnr69GdfRuZs3TM3McOLYEc7iUtecJoQQTdK6dfoyMzMxd+5cxMTEFLuumkwmw7p167Bjxw7Y2dkhNze3xLquXLny2WvW1tacxlueHsU+QIOGHqwercbnC+DZpBkePXzAOp5rUbHFJj+F77EV9zgWCrkcbdt1YFVP23Zf4N/wM5BIJKwXbi6pzVwlA7EPH2D0uMms6mjrVdBfj2IfoFZtZy7CUpuHMffRwM2d1XODLSws0aRZCzyOjWEdj7rnNCGEaJLWnekLCwtDdnY2jhw5UmyC9uzZM4SGhmLPnj1o2bJlqXXZ29t/9mNiYqKu0DVOmJUFKyv2SayVlTWEIiEHEf3/QJiW9hZpaW8/eo0tkbAgRiuWiXtheZEa2vzh72xJJBLk5uTA2lr5mzeKY2FhCSNjIwizsjiJS53EYhFnc1od48v1GBNCiCZp3Zm+jh07YvDgwSVepO/g4IBDhw7BRoW7GEkZGF47pbvU197CpIAww9WyoUyvBySEEH2mdWf6atSoUepdmdbW1pTw/UdgZYWsrPes6xEJsyDgCziI6P9fgdnZVYGdXZWPXmOLLyiIke0ZK5GwoDyf4zYDBe3mqr3GxsYwMzdnPca5uTmQSqRF/afN+HwBhEL2ZySFwixY/rfgOlvqnNOEEKJJWpf0cSkkJAR+fn5o3bo1+vfvj9OnT5dZhsfTnZ969RvgcWwM3mdmlLpdae3KyRHj3t3bqOfagHU87Vq4FZxE4wHXb8fi+u3Yot/btXBjXX/devXB4/EQcfMqq3puXL8MZ5c6MDExVqmvymrzk5fvOG0vjwfUd22AiBvs2nvz+hWAB7g24CYmNv1V1k8Dt4Z4/OghMjPTGdeRl5uDu7cjUd+VfXu5nNO69vlS3j/UX9RX1F/Kt0dZWvf1LhfMzMxQpUoVGBkZ4eeff0ZOTg4OHDiAqVOnYsWKFejTp+TlL5ydbMp8jIm2GDcqCL+tX407N89j1KhRpW7r7FT82dG//z4NSX4uJo4djurV2J1BNTQomH0pKSlFr715/QpOTk4AgPYtG370nqpcqtmgc+eOOH86FF9PLL29JcnMzMTVS+cxb948uJTQ3pL66lNOTk6ftZnL9gLAyOHDMHPmTJjxsovqVdXCc2Fo0bwZunUo/RpYppTtL2WMHTkUG39didvXwzFmzBhGdRw4cA55udmYMCYYtbRsTnPZVxUB9ZfyqK9Uoy/9JRardjOiXiZ9Pj4+8PHx+ei15s2bIyEhAevWrSs16XuekgkLC4m6Q+SIIdp6dcL2nbvRuWe/Yrfg8Qom9/OU4p8zuG3HbjRp3hr5PD7ikzMZR9L2v6+7rkfFflbPlVsPi953cKyK6ywugu/cwx8L5n2DC1fvMLoT9cDfeyGRytC8XbfP4iyrrz7U9oOv9z5tM5ft9Wj+BYyMTbBpyx8YMXqCyuXTUt/i7NlwzJy7gNX4FkeV/lKhVrT7ojN2/LEHXXr1B5Nr87bt2I0mzVpBZmTNyZwGwHpOq6ev9Bf1l/Kor1Sjb/2VnS1WaXu9/nr3Uw0aNMCbN29K3Uah0K0fv9798DTuMU6fCCtxm5LadfniBdy7EwX/3v1ZxdC2mRugAFDKNtciY4u2advMjfG+2nfoCitrG2z8dTVkMrlKZdPT07Hnj23w+qIzKle2U6mvSmrvtchYtbbXwoKPLt16Yf9fu/H61SuVysrlCmxa/wuMTUzQtYePWuafOv5m/Hr3x7MncTh5PFTlslcu/YvbkRHw692PVQzqGGNd/Hwpzx/qL+or6i/l26MsvUz6Nm/ejA0bNnz2+v379+HsrPrZIW3W1qsDvH38sWzpd3gQfVfpcnGPY7FowWx06NQVXbv3ZLx/VdamY/Iw+0+Zmppi/oKluPRvODZvWgtl7/bMycnGt7O/Rl5eLqZ9M4/RvgHNtxcAJk79BiYmppg7c4pKNzns3bUNJ44dxqx5P0AgsGK8f01r3cYLPv59sOLH7xF997bS5Z7EPcLC72bBq0MndPf2Zbz/8hhjQgjRBK1L+jIzM5GamorU1FTIZDLk5eUV/Z6bmwuxWPzR73K5vOh34X/ruJmbm2PdunVYt24dnj17hri4OCxatAjR0dEYO3ZsObeQWzweD3O/XQy3ho0wdeJIXLxwttRESKFQ4Mb1K5g8Lhg1atbCgsXLYWDAbBowWYyYi4Nkh05dMenrmdi1fTPWrl6GnJzsUrd//SoF0yePweNHD7F81Xo4VmV2bVx5tbdyZVv8HLIRKcmJmDxuOJISX5a6fV5eHjZvWouNv65G8Khx8PFj9gi38sLj8TBr3kK4e3ji60mjcCH8dJlz+ub1q5g09itUq14TPyz5WefmNCGEaAJPwdXCWBwZNmwYIiIiin1v2bJlSE5Oxvr164t9v2/fvli+fDkA4MCBA9i7dy8SEhIgk8ng6uqKUaNGwdvb+7NyYrEY/P+Wd4h+nAQLC924keNDuTk5WDB/Bq5e+hcNGrrjqxFj0bxlG1hZWcGlmg3uxyXhduQt7PljK6Lv3kazlq2xfNU6xsuWsH36RGF5NovcHvh7L9auWQY+X4DBw0agu7cvHB2dwOPxIJVKEf80DocP7sPxY4fB5wvw85qN8GjcpMT6eLyCm0Xikz+/1oOr9jItDwBPnzzGjKljkf4uDT16+qH/wCDUq9+g6Kkib9+8xoXzZ7Dnj61If/cOYydMxVcjxjK6Lk4ZpfUXF3JzcvD9/G9w5dIFuLq546sRY9CiVduis5ZisQh3om5h765tuHcnCk1btMLyVesYn9VU55xWd1/pG+ov5VFfqUbf+is7W4zGrgWP6RSJRGXeiKp1SV950IekDyg44xEZcR3bNm9A9N3b4PF4sLO3h5mpMZKTX0Eul6OhRyOMGD0R7dp3ZJwMcPW4MS4Sv5SUJOzZuQVhoYcglUhhZWMDC3MLZGZmIDcnBzaVKmHIsJEIHDC4zHFVJukr7/bm5eYi9MgB7Nq5Ge9SU2FqZopKlWyRm5uDzIwMGBgaoKdPAIJHjkeNmrUY70cZmvjwVCgUiLp1A9u3bMTd25Hg8XiwtbeHAc8AqalvoZDL4ebugRGjJ8Lri05aO6f17UCjbtRfyqO+Uo2+9RclfQzoS9JXSKFQIOHFc8Tcv4uUlCRUtjKDiWVluHt4wtmlLidnfto1d2P9KCoukqBCmRkZeHD/Lp7EPUJeXi6srKzh5t4IDRs2gqmZmVJ1lJX0cREnV/VIJBI8evgAMTHRyMxIh7GxCerWqw+Pxk1ZPbdWFZr+8Ex48RwPou8gJSUJCoUCjo5OcG/kCZc69bR+TuvbgUbdqL+UR32lGn3rL0r6GNC3pO9D+jbB1Yn6SjXUX8qjvlIN9ZfyqK9Uo2/9pWrSp5fr9JGCifDo4QOkpCTBobIlDEyt4ermwdmjx7SNTCbD8/inePrkMfLz8iCwsoJbw0ZwcKyqtmvaiGbl5GQj9uEDpCQlAgAcqzqhQUP9ndOEEMI1Svr0zIvn8di143ecORUGuUwO8AqeKiCTK8DjGaBLtx4IHjkedeu5Mt6HNl3TJxaLcPCfP7Fvz05kZmR89n6devURPHIcOnf1LvWZzkR7Jbx4XjSnZVLZR+/xDAzQuWt3DB81QW/mNCGEqAslfXpCJpPhl1U/4dA/f8HW3h6Tps5Ey9bt4OxSB3WqV8K/1+4iMuIG/tqzA18N6gMf/76Y8+2iojs/VXEtKrbo4Mb0Oigulra4eOEcflr8LXJysuHXux+69fCBa4OGsLCwRPq7NDy4fw9HDu7D9/O+gXOdTVixegOq16jJer9EM2QyGX5dsxwH9v+Jyra2mDB5Blq18UJt5zrg8XhIfPmiYE7v3fnfnO6DOd8u1uk5TQgh6kTX9EH3r+mTyWRY+N1MXAg/g8nTZiOw/2CYmJgA+Pz6BYlEgrDQgwhZ+SNatfHCspXrGB0kAeZnR7g4q3L21HEs+n422nfoghmzvkUVB8cSt31w/x6W/jAXYrEI6377A7WdXYrdTt+u9VA3dfaXTCbDogWzEX72FCZ/PROBA4bA1NS02G0lEglOhB3G6hVL0KJVW6xYvUHr5jTNLdVQfymP+ko1+tZfql7Tp3WLMxPV/b4hBOfPncHS5SEYNCS4KOErjrGxMfr2G4SVIb8h4sZV/LL6J8b7ZbIoLRcJ34Pou1iycC68e/njxxW/lJrwAYBHI09s3LoHVtY2mDV9PIRZ7xntl2jO5k1rEX72FJYsW43BQSNKTPiAgjndu++XWPXLb4iMuI41Py9hvN/ymtOEEKIJlPTpuOi7t7Hnj22YNPUbdOrSQ+lyrdt6Yeac73H4n324fvUS4/1r+gyfVCrFgnkz0NC9MeZ+t0Tp6/QqV7bFypCNyMrKwto1Kxjtm2jGg+i72L1jCyZMno4u3ZR/RGCrNl6YPW8hjh76B1cv/8t4/5qe04QQoimU9Om4o4f3o1qNGhgcNELlsgF9B6CeqxuOHtrPKobCg11pZ0a4OjjevH4Fb16/wvSZ81X+Cs+pWg0M/Wokzp05rtIzbIlmHTm0H1WrVceQYSNVLuvXux9c3dx1ak4TQoimUNKnw0QiIc6fOwW/gH6MlyXx790PV6/8i/T0d5zEVNxBksuDY1joIdSt74r6DRoyKu/j2wcSiRTnzpxgFQdRj+xsMc6fOwVf/76Mn5/rFxCIa1cv4l1aKicxqXtOE0KIplDSp8POnz2F/HwJevn2ZlxHj55+4PF4OHX8KKtYSroWisuDY0ZGOq5evgC/3syTXDv7Kmjr9QWOhx5iFQtRjwvnTiMvNxc+fn0Y19Gjpy8MDQ1xUgfmNCGEaBIlfTos+t4dNHBrWOaNDKWxsraGZ9MWuB99l3U8nx4kuT44PoqNgVQiRfsOnVnV075DZzx8cB9SqZR1TIRb9+7eRj1XNzhWdWJch8DKGk2btcT9e3dYx6PuOU0IIZpESZ8OE4mEsLapxLoeGxsbiERCDiL6/4EwLe0t0tLefvQaWyJhQYw2LNtcWF4sErGOiXBLJBKiUiX2c9raphJEYm7GV51zmhBCNImSPh0mk0kZX/f0IQMDQ8h04KyXTFYQowGPXZsNDAru+JXKtL/NFY1cJgOPgzltaKgbc5oQQjSJkj4dJhBYQZjF/i5UkUgIgcCKg4j+f72TnV0V2NlV+eg1tgqfscr2rGThnbtctZlwhy8QcHJntVCYBYGV9s9pQgjRJEr6dJizS13EPX7I6iCZl5eH+/fuoLZLHQ4jK/j6i8lCt6Vx/i/G25ERrOq5ExWBajVqlLqINSkfzi518eRxLKs5nZ+fj+h7d1C7tvbPaUII0SRK+nRYT58A5OdLEH72JOM6Lv0bDpFQCF//QNbxFPeweS4PktWq14Rn0+Y4FnqQcR1isQjhZ0/Bx68vq1iIenj38odUKsW508yX1Ll8MRzC9+/hG8B+jIubs5T4EUJ0FSV9Osy+igNat/XC8WOHGddxPPQgGnk2Rc1atVnFUtrBj8uDpF9AIG7fuomUlCRG5c+fPYX8vDxWS4IQ9SlYUqcDwlgk9sdDD8G9sSdqO7M701fanbqU+BFCdBElfTrOLyAQMdH3cO3KRZXL3rl9C7duXod/736sYlBmGQuuDpKdu3nD3MIC2zdvgELFp2WLRELs2bUVrdq0g4NjVcYxEPXyCwhEbMwDXLl0QeWyd+9E4uaNa/AP0J05TQghmkJJn47r1KUHvDp0wsLvZuHZ0zilyyUlvsS3s79G0xat4O0TwHj/qqxbxsVB0sLCEjNmf4cTx45g396dSpeTSCRYtGA20t+9w9ffzGe0b6IZX3TsivYdOmPhd7Pw9MljpcslJxXMac8mzdCLxZlcTc9pQgjRFEr6dJyBgQG+X7wCjlWdMGlcMKLv3i6zzKPYB5gwJggCKyssWbZG5WfYFmKyUC0X65v5+PVBUPAorAv5GTu3/VbmIsvCrPeYP3sqbl6/gsU/rUZtZxfWMRD1MTAwwPdLVqBa9RqYNC4Yd+9EllnmcWwMxo8OgiWfj6UrftG5OU0IIZpASZ8eEAissOH3P1CjZi2MHzUU33w9DvfuREEmkxVtI5fLEfMgGvNmTcXIoAGoXNkWG7fsQaVKlRntk82TCZR5mH1ZJkz5BiPGTMDmjWsxuL8Pwo4ehIa2CZ0AACAASURBVPiTxXjTUt9i86a1CPTvhsiIG/g5ZBPaenVgvE+iOXy+AOt//wO1ajlj4uhhmDF1LO7eifwowS+c0/Nnf40RQf1hY1MJm7bsQeXKtoz2Wd5zmhBC1I2nUPXCKD0kFovB5/MBANGPk2BhYVnOETEjk8kQfuYkdmzdiIQXz2Fmbo6atWrD0twEcU+eQSwSoVqNGhg+cjx69PLX6NkQddQBAHGPHmL71k24dOEceAYGqFmrNiwsLPAuLQ1v37yGqZkZ+g0YgsFBw2FrZ19qXTwe4FLNBvHJmaC/irJpor9kMhnOnz2F7Vs3IuF5PMzMzVGjZm0YGBggKTEBYpEITtVrYPjIcfD2CdDaOU1zSzXUX8qjvlKNvvVXdrYYjV2rAwBEIhEsLUvPXyjpg/4kfYVkMhnuR9/Bg+i7SElOhDXfFOYCO7h7NIZn0xYwMjJivY92zd1Yf61V3BIvTCW+TMDd27fw9Mlj5ObmwtraGg0aeqB5izawtrFRqg59+zBQN032l1wuR/S920VzWqFQoKpTdTR0b4QmzVpq/ZymuaUa6i/lUV+pRt/6i5I+BvQt6fuQvk1wdaK+Ug31l/Kor1RD/aU86ivV6Ft/qZr0sf/nMdFKcrkcCS/ikZKciGd2fCiMrVDbuS4MDQ3LOzRCGJHL5XiZ8BxJiS8BAI5VneDsQnOaEEKURUmfnnmXloo/9+zAsSMHIBIKAR5gaMCDTK6AhYUlevn2RlDwaFqnjuiMd+/S8NfuHQg98k/BnP6AhSU3c5qra0y5vGSBEEK4RkmfnlAoFNixdRN27fgdxsYm6NtvIFq18YKzSx3UqmqNyzfvITLiBg7s/xNHD+/HoCHBGD95BgwM6AZuop0UCgX+2P47dm7bBGNjE/QJHIjWbb2KnrTx8uUL3L51Ewf+KZjTAwcHY8IUZnP6WlRsUcLG9No+unOXEKLtKOnTAwqFAmt+XoqD+//EsBFjEBQ8GgKBFYCC6xccHGzQrHkrNG3WCkOGjcTff+7Ctt/X4927NMz//kf6eoxoHYVCgZCVP+LA33sRFDwKw4aPgcDK+qNt7OyroFnzVhjy1Ujs/2s3tvy2Dmlpb/HdwmWM5jSbxI+rM4WEEKJOlPTpgT1/bMXB/X9izneL0Lvvl6Vua2nJx8gxE1GjZm0s/G4W7Ks4YPyk6RqKlBDl7N21DQf+3otZ839A336DSt3WwsISw0eNR/UaNfHDt7Ngb18FE6fOZLTfDxM/ZVHCRwjRFfTdno57HBuD39aHIHjUuDITvg919/bBhMnTsWv7Zty5fUuNERKimidxj7BpfQiCho8uM+H7ULcePpg4ZQb2/LENUbduMN6/KgstU8JHCNEllPTpuKOH98O+igNGj5uictmhX41CLWcXHD6wTw2REcLM0UP7UdnWFmMnfK1y2SHDRsK5Tl0cOfQ3J7GUlvhRwkcI0TWU9Omw3JwcnD19Aj7+fRhdw8Tj8eDr3xcXL5yFMOu9GiIkRDV5ubk4cyoMvv59GS24zOPx4BcQiIsXzuF9ZibjOD5M4opL/CjhI4ToIkr6dNi/F85CLBLBx68v4zp6+faGTCbDmVPHOYyMEGYu/RsOkVAIv4B+jOvw9gmAQqHAmVNhrGIpKfGjhI8Qoqso6dNhtyMjUM/VDdVr1GRch62dPTybNMftqAgOIyOEmajIG6hb35XVnK5c2RZNmrVEVORN1vF8mvhRwkcI0WWU9OkwoTALtra2rOupbGsLYVYWBxERwo5QKETlyuzndKVKlSESCcveUAmFyV1a2lukpb396DVCCNEllPTpMKlUAkMOHjRvaGgEqVTCQUSEsCOVcDOnjY2NIcnP5yAiQgjRH5T06TA+X/DZY6mYEItF4PMFHERECDt8ATdzWiQUQmBlxUFE/2dnVwV2dlUA0NM3CCG6iZI+HVa9Ri08iXuE3JwcxnVIJBI8fBCN6jVrcRgZIczUqFkbT588Rk5ONuM6pFIpHsZEo3p15tcFfqik6/go8SOE6BpK+nRYTx9/ZIvFuHD+DOM6rl+9hIz0dPTy7c1hZIQw4+3jj9ycHJw/d5pxHTeuXca7tDT4+PVhHU9xCR8lfoQQXUVJnw6rVr0mmrVsjbDQQ4zrCDt6EK5u7qhXvwGHkRHCTNWq1dC8ZRscZzOnQw+hnqsb6jdoyCqW0u7UpcSPEKKLKOnTcX4BgbgTGYF7d6JULhv36CGuXb0IX3/m6/wRwjX/3v1w93Yko2WE4h7H4urlC/ALCGQVgzJLs1DiRwjRNZT06biu3XuhSbMW+HbO10hJSVK6XFrqW8z5ZjLq1XeDf2/mC+ESwrVOXXugafOW+G7ONKQkJypd7l1aKuZ+MxkudeqzmtOqrMVHS7cQQnQJJX06ztjYGEtX/AIzcwtMHD0Mz+OfllkmOeklJowJgkwuw/JV62BqZqaBSAlRTuGctuTzMX50EOKfPSmzTEpyIiaMCYJEKsHy1etgZm7OaN9MFl8u3I7O9hFCtB0lfXqgcmVbbNqyG+YWFhg2qDeWLpyPlwkvPtsuJTkRPy9biMH9fSGXK/Db1j1wcKyq+YAJKUOlSpWxacseCARW+GpwHyxdOA8JL55/tl1KShJWLl+EQf18IJPK8NvWPahatRqjfXLxtA1K/Agh2oz9KqhEK9hXccCO3Qdw5PB+7P1jK04cOwwHx6qo7ewCK74ZHsbGITkpEdY2NhgzfioCBwyGpSW/vMMmpER29lWwfdc/OHrkH+zeuQUnjh0pmtM8AwO8THiBlP/m9OjxU9BvwBDGc5ptwnctKraojnbN3ehrX0KIVuIpFApFeQdRnJ07d2LVqlXo3r07QkJCPnv/2rVrmDVrFgDg6tWrn73/+vVrLF++HFevXkVeXh48PDwwa9YsNG3a9LNtxWIx+PyCg0X04yRYWFhy3BrNysvNxbWrFxFzPxrJSS/BtzAG39oe7o084fVFJ5ibW5R3iFqJxwNcqtkgPjkT2vlXoV002V95eXm4duVfxNyPRlLSS0ChgKNTNbh7eMLri46c/M1ykawVJn6f1kNzSzXUX8qjvlKNvvVXdrYYjV2rAwBEIhEsLUv/LNS6M32ZmZmYO3cuYmJiYGpq+tn7MpkM69atw44dO2BnZ4fc3NzPtsnPz8eIESNgYWGBbdu2wdTUFLt27cLIkSMRGhqKGjVqaKIp5cbUzAydu3qjc1dvvZvgpGIyNTUtmtPqwsXZOTrDRwjRZlp3TV9YWBiys7Nx5MgRWFtbf/b+s2fPEBoaij179qBly5bF1nHixAnEx8dj5cqVaNy4MVxdXbFo0SJYWVlhy5Yt6m4CIURNMjMyEPMgGjEPovEuLbW8wyGEEJ2idWf6OnbsiMGDB8PQ0LDY9x0cHHDo0CHY2NiUWMfly5dRq1YtuLi4FL1mZGSEdu3a4dKlS5zHTAhRn+xsMQ798xeOHt6P5MSPl3BxrOoE34BAfDl4GAQCbp+1Swgh+kbrkr6yvnot7uzfp54/f15sPbVq1cKhQ4eQk5MD8xKWdODxCn70RWFb9KlN6kJ9pRpN9NfRQ/uxaX0IxGIRvHv5Y+yErwtu5ODx8DLhOaJu3cTunZuxb+9OjBwzAYODRoCnhQNIc0s11F/Ko75Sjb71l6rt0LqkjwtisRjVq1f/7PXCmzWEQmGJSZ+zk02ZF0LqImenks+Mko9RX6lGXf0VEhKClStXYuDAgZg5cyaqVft0KZY2GDN8MN7+MB/r1q3Dxl9XQZLzHgsXLtTKxA+guaUq6i/lUV+pRl/6Syw2Vml7vUz62HiekgkLC0l5h8EZHq9gcj9PoRs5ykJ9pRp19lfo4X+wfMXPGDthKoaPGo888BCfnFnC1iYYMf4bCCpXxeoVS2BoKkBQ8GhuA2KJ5pZqqL+UR32lGn3rr+xssUrb62XSJxAIIBZ/3hFCoRA8Hg9WViVf+6NQQC8mwqf0tV3qQH2lGq77K+HFc6xcvhi9+w7A8FETivZRln4DhuDtm9fY+OsaeDZtCY9GntwFxRGaW6qh/lIe9ZVq9KW/VG2D1t29ywUXFxckJCR89vqLFy9QrVo1mNFjxwjRWkcP7wefL8D0Wd+pXHbshK/hVL06jhzcp4bICCFEt+ll0tepUyckJibi6dP/P4c2Pz8fly9fRufOncsxMkJIaSQSCU4dP4qevr1hYmKicnlDQ0P4BfRD+NlTEImEaoiQEEJ0l9YlfZmZmUhNTUVqaipkMhny8vKKfs/NzYVYLP7od7lcXvS7UFjwId+jRw+4ublh9uzZiI6ORnx8PObNmweJRILRo7XrWh9CyP9du/IvMjMy4Ovfl3EdvXx7Iz8/H+fPnuIwMkII0X1ad03flClTEBERUfT769evER4eDgBYtmwZkpOTsX79+o/KtG/fHgDQt29fLF++HEZGRti6dSuWLVuGUaNGIT8/H02bNsXu3bvh6OioucYQQlRy8/oV1Hapgzp16zOuo4qDIzybNMPNG1cR0HcAh9ERQohu07qkb/fu3WVuM2XKlDK3sbOzw+rVq7kIiRCiIUJhFuzsqrCux9bODpmZJd3tSwghFZPWfb1LCKm48nLzYGKq+rV8nzIxMUV+Xh4HERFCiP6gpI8QojX4AgHEIhHresQiEfgCAQcREUKI/qCkjxCiNZycquPZ0zjksThLJ5fL8fjRQzhWdeIwMkII0X2U9BFCtEaPXv4QCYW4fDGccR1Rt27gzetX6OXTm8PICCFE91HSRwjRGjVr1UbjJs0QdvQg4zqOHT2IWrWd4a6FT+QghJDyREkfIUSr+Pfuh1s3r+NxbIzKZZMSX+LihbPwDQgEj8dTQ3SEEKK7KOkjhGiVbt6+qOfqhrkzp+DduzSlywmFWZg9YyIcHKuid+CXaoyQEEJ0EyV9hBCtYmpqiuWr1kEqlWDSmGF48/pVmWUyMtIxZfwIpKW+xc9rNkIgsNJApIQQolso6SOEaB3Hqk7YuGUP8vLyMLi/LzasXVXsWT9h1nts/X09BvbtibdvXmHD5l2o7VynHCImhBDtp3VP5CCEEACoUbMWdu49hH1/7sQ/+/Zg3587Ua9+A9R2rgMDAwMkJDzH49gYGBoaok+/QRg6bCTs7Nk/zYMQQvQVJX2EEK1lbWODcROnYfDQETh35gRiHtxDUuJLKBQKODlVR3dvX3Tt3gu2tnblHSohhGg9SvoIIVrPytoagQMGI3DA4PIOhRBCdBZd00cIIYQQUgFQ0kcIIYQQUgFQ0kcIIYQQUgFQ0kcIIYQQUgFQ0kcIIYQQUgFQ0kcIIYQQUgFQ0kcIIYQQUgFQ0kcIIYQQUgFQ0kcIIYQQUgFQ0kcIIYQQUgFQ0kcIIYQQUgFQ0kcIIYQQUgFQ0kcIIYQQUgFQ0kcIIYQQUgEYlXcA2kChUBT9f3Z2djlGwj0eDxCLjZGdLcYHzSTFoL5SDfWX8qivVEP9pTzqK9XoW399mLMolGgQJX34uNPaNK1fjpEQQgghhKguOzsbfD6/1G3o611CCCGEkAqAp1DmfKCek8vlSEtLAwBYWFiAx+OVc0SEEEIIIaVTKBRF31ba2dnBwKD0c3mU9BFCCCGEVAD09S4hhBBCSAVASR8hhBBCSAVASR8hhBBCSAVASR8h5SgjI0OptZUIIUQbyOXy8g6BsEBJHyHlJDo6GtOmTcP9+/fLOxSiJ2QyGUQiEYRCIWQyGQDlFmytyIRCIY4cOVLeYegEsViMFStWID4+vrxD0XoikQhXrlwp7zA+Q4szE8ZkMhlkMhlMTEzKOxSdExERgeDgYCgUCpw/fx6NGzcu75C0VlxcHM6cOYPk5GQ0atQIQ4YMKe+QtJJIJML8+fPx9u1bpKSkoHfv3hg0aBCqVatW3qFpLZFIhF69esHT0xN9+vQp73C0mkgkQkBAAFJSUiAQCDB58uTyDklriUQidO7cGV5eXmjfvn15h/MRw4ULFy4s7yCI7snOzsbkyZNhbGyM2rVrw9DQsLxD0hkREREYMWIE5s+fj+7duyMiIgL+/v6QyWRlrrFU0URGRmL06NH/Y++846os38f/PucAspSNC5C9kSEOwq25Pw6sTK1MRcvMyhz1+7QsG1aO3OJCBRcuBCVTUJy4zYULB0MTBUxkw+H+/eH3PIFiaZ/i4Dnn/Y+c5zzwup7L+76f677WTWFhIZcuXWLbtm0UFhbWuYVU3RQWFjJw4EBMTEzo3bs3AJs3b8ba2pqgoCA1S1c3KSgooE+fPrRo0YI5c+aoW5w6jUpXgYGBDBgwgPPnz9OzZ0/dmlUDKl21adOGWbNmqVucx9D9b+n4W8TExLB//35mzpxJcnIy5eXl6hbpueDYsWMMHz6c8ePH89prr9GgQQOOHTvGrVu3dIbzI1y7do3x48czfPhwVq5cyerVq3nrrbeIjY0lMzNTF7b8PyorK/nmm29wcnJiyZIlDBo0iBkzZtCmTRt+/vnnanrS6ewhqhezv7+/9GKuqKhQs1R1k6q6mjlzJg4ODhw6dIi7d+/q1qxHUOmqefPmzJw5E0BKs6gr6Iw+HX+LW7du0bJlS1xcXPjkk0/Ys2cPZWVl6harTnPo0CFef/11JkyYQHh4OAAtW7akadOmHDp0CNAlScMfhklKSgru7u6Eh4ejr69P48aN8fHxwdzcHEtLS+7fv69mSesGFRUV3Lx5kxYtWgDw+++/A9ClSxe8vLzYtWsXKSkpZGRkIJPJtN7wKykpYfDgwTRp0oTZs2cDUFZWhp7ew2yn33//natXr+rmIg/zHXv06EFgYKCkKz8/Pxo2bMiRI0cA3ZqloqSkhEGDBuHo6Ch5jsvKyiTDuKCggKysLLW/J3VGn46/xb1792jbti3ffvstXl5efPbZZyQnJ6t9QNdlzp8/z7vvvsuIESOka5aWljRs2JCEhAQAXagEpGMQb926xe3btykpKZFeLAYGBpiYmDBmzBgGDhzIpEmTSE1NVae4dYLc3FwOHz4MgLm5OQArV65k3759fP3114wfP563336bM2fOaP0xk6dOnSInJwcbGxvOnTsHPBxXFRUVfPjhh7z22mv07t2bl156ibVr12q1kRwVFYWXl1e1MGXDhg2xsrJi27ZtgG7NUnHo0CGKioowNDQkMzMTeDiulEolEyZMYOjQoXTt2pU333yTDRs2qE1OXU6fjr9FSkoKLi4utGjRghYtWnD+/HliYmJwdnbG3t7+Mbe/EELrXzYtWrSgVatW0mdVPoylpSVbtmzB2dmZZs2aqVHCusWVK1c4ceIEgwcPpl69eqSnpzNixAj8/PwICgqiVatWrF27lkuXLtG+fXuMjY3VLbLaKCkpYdOmTezevZvbt2/z+eefY2Njw/Tp05k4cSLW1tacOHGCM2fO0L59e4yMjNQtstqwt7encePG7Nmzh0uXLuHi4oK1tTUjRoygsLCQPn36EBYWxv79+6V1ztHRUd1iq4UWLVrQr18/6bNqzapfvz5xcXH4+fnRuHFjNUpYd3BycsLExIQTJ05w+PBhWrdujampKcOGDaOwsJBu3brRtWtXUlJSOH78OI6OjmpZ73VGn46nQmW0qf7t2LEjzs7OKBQKzMzMCAoKkgw/JycnHBwcJMPv7t27mJiYqPkJ1EtNCc+qzzKZjO3bt1NaWkqnTp203kCurKxEJpMREBBAjx49sLS0BODAgQP4+PgwadIkWrVqRfPmzfH29mbx4sU0adJEayqgy8rKOH78OOfOnUNPTw9LS0vpBZKZmUmDBg24ePEi3377Le7u7sjlcjw9PXnw4AHx8fH06dMHKysrdT+GWigvL0ehUODu7o6pqSl79+7l4sWLnDp1CkNDQ7788ktCQkJwc3Oje/fuREdHo1Ao6NSpk7pFrzUqKyulHG3VGq6ak6o1Sy6Xs379egwNDXnhhRek77UNpVKJEIL8/HwMDQ3x8fFBoVBw9OhRUlJSuHLlCoaGhnz11VeEhobi5+eHv78/q1evxtbWlpCQkFqXWeeX1fGnFBUVkZqaikwmkya2KtxRtVWLg4MDX375Jd7e3nz++efs2bMHgB9//JE+ffpQUlKidWGSK1euEBcXh1KpRKFQPPH57e3tGT16NDExMaSkpGhl3lVmZibp6enAwxeK6vkbNmwo/dynTx9GjBgh5V4BuLq6YmlpSX5+fu0LrQYKCgoYPnw4X3zxBZMmTSIsLIx169ZhaWnJSy+9xLJly+jYsSMlJSW4urqiUCgoLS0FwN/fH1tbW61Lvi8pKWHPnj0olUr09fWlgo0+ffoQHh7OrVu32LVrF87OztIGo6KiAltbW7y9vcnOzlan+LVKQUEBn332GSNGjGDMmDHMmDGDsrKyahtWIQSOjo6MGjWKyMhITp8+rZUh3oKCAiZPnsyQIUMYMWIE3333HXfu3CEsLIw333yT/Px8Nm/ejJubm5RyUVlZSfPmzfH09FRbr0Odp0/HEykvLycsLIxFixbRqlUr7OzsqKysfOIENzMzIzAwkPPnz7NlyxaOHTvGjh07WLZsGXZ2dlq1E8zOzmbgwIH8+uuvWFhYSB6XJ3nxGjZsyPnz59mzZw/BwcHSy0cbuH79Oj169CAzMxNfX1/Mzc2r6ajqhuNRioqKSE5OplOnTri7u9em2LVOSUkJQ4YMwd7eni+++IJu3bpRWlrK8uXL6dChA7a2tsDDl1FsbCxGRkYEBARIRvLKlSv5/fffGTx4MIaGhup8lFqjvLyc119/nfj4eKysrHB3d0ehUFBRUYFcLsfd3R1jY2MePHjA6NGjMTU1BR5uPCoqKoiLi8Pb21stHpnaprCwkP79+6Ovr0+LFi0oKChgx44d/PLLL7i4uEgbBtUaZm5uzsmTJzl37hwtWrSgfv366n6EWqOwsJABAwZgZmZGq1atsLGxYf369SQmJmJpaUmfPn2oV68excXFjBw5UhpX8NBTHx8fT1BQEC1btqx12XVGn44nUl5ezpo1azAxMWHt2rUEBgbi4ODwp658c3NzQkNDiY6O5tatW0RFReHr61vLkquf3Nxc4uLiKC4u5vDhw9jY2ODm5vZEw8/Y2JjKykr27dtHamoqbdq00ZqQ+MWLF0lMTCQ9PZ2rV6/i7+8v7YxVqPR16dIl8vLyqKiooLCwkE8++QQhBJMnT9Z4b8OePXs4e/Ys06ZNw87OjqZNm+Ls7ExSUhJKpVLqXSiEICUlhUOHDnH79m0ePHhAVFQUsbGxLFiwADs7OzU/Se1RUFBAVFQU9+7d4+TJk1hbW+Pm5lbN8PPw8KBz586YmZlRXFxMRUUFSqWS+fPnk5yczKeffoqFhYW6H+VfRQjB999/j56eHosWLaJNmzZ07twZf39/9u7dy/bt22nWrBl2dnbSJsLc3Jz8/HwSEhIoLCzEz89Pa3JF582bR0lJCQsWLKB169a0bduWbt26sW3bNpKSkjAxMWHgwIH07NkTU1NTiouLqayspLKykoULF3Lw4EE+/vjjx9a52kCzV0kd/xMXLlwgPz+fyZMnExAQwKhRo0hJSUEul/9pmf66desoKysjOjoaLy+vWpS47nDq1Cns7OzYtWsX9erVY/r06cTHxz8WIoc/WpQMHDiQDh06oFQqsba2Vpfotc7x48dxd3fnp59+4tdff+Xbb7+VQr1VKSkpITExkb59+zJw4EDCw8O5f/8+K1euRKFQ1Ll+WP802dnZpKWlVTNuXVxcaNq0qaQvIQQ2NjZ88803+Pj4sGXLFn788UfS0tJYu3Ytnp6e6hJfLVy5cgUDAwM2b96MoaFhtXmop6cnhXoNDQ3Jy8vj+++/Z9iwYYwaNYrY2FiWL1+Ok5OTmp/i30cmk3Hz5k0sLS0lb56BgQEhISHMnz8fS0tLpk6dyqlTp4A/ehqGh4fTqlUr4uPj1Sl+rXPt2jUaNGggGcAVFRU4Ozuzdu1aGjduzLx589iyZQvw0AEwY8YMhg0bxpgxY9i4cSNLly5VW3GQzujT8URUSc/t2rVj3Lhx+Pr6/qXhFxMTw/z584mOjtb4cNufYW5uToMGDWjQoAFr1qxBT0+PGTNmVDP8VPqr+vOUKVNYunTpXxrWmoRMJsPV1ZUOHTrwxRdfcPz48RoNP0NDQ1599VW+/PJLRo8ezVtvvcW6deukPC1Nz1XT09OjrKyMu3fvIoSQxkeTJk0oLCwEkLwJLi4uTJs2ja1btxIZGUlERITWGXzwcMyYmpri7OxMVFTUY/NQT09P0qOZmRmurq7Y29vTvn17oqOj8fb2VvMT/PtUVlZSVlZGRUWF1ONRCCFtRh0cHPjpp59o0KAB3377LaWlpejp6UnFHnPnziU+Pl6rUlKsrKzIzs4mJycHQNpAWFpasnjxYkxNTVm6dCkZGRlYWVlhZmZG06ZNadGiBWvWrFHvuBI6dPwJiYmJ0s9HjhwRgwYNEj4+PuLQoUNCCCEqKiqq3f/bb7+Jq1ev1qqMdZGsrCxx9OhR6XNOTo7o1KmTaNeunYiNjX1Mb5WVlX/6WZM5ffq0SE5OFkIIUVpaKrZv3y4CAwPF6NGjxY0bN/7y9x/Vpaai0o0KpVIphBBi0qRJYuzYsUIIIcrKyqTv7969W7sC1kFu3bpVTWdPmocqXWozcXFxwsPDQyQkJAghHq5BVdehI0eOiFatWonvvvtOuqYtc+9RYmNjhaenp1i3bl01HZWXlwshhEhPTxeBgYFi6tSp6hLxiehy+nTUiPi/vDNVaEMmk9G0aVMcHBy4evUqy5Ytk3L8AFavXs39+/fx8fHR+PyXp6FBgwY0btwYmUxGRUUFpqam9OnTh02bNnHw4EGsrKwkz8u0adOwtbWtFtLVlqIXIQSNGjWSQh0KhQInJyeaNWtGdHQ0165dw8/PT8p9Wbhw4WPJz5qeywdIladubm7SNdUYiY6OxtzcnG7duknezvnz57Nnzx5CQkKqVTtrG/Xr18fJyQm5XE55eflj87BqV1W2RgAAIABJREFUjt+6desQQkgV49oyB1U0bNiQa9eusXz5cgICArC3t5e+k8lk2NjYcO3aNTIyMujTpw9yuVwr5l5NeHp6kpGRIXmDVf32VAVAFhYWFBcXs3//frp3746hoWG1lmfqRDv/x3T8JaqBKZPJquWgtWrVig8//FAK9Z4+fZqlS5fyww8/6Jp0PoJqQVS5/q2srIiJiUFPT4+ffvqJuLg4Ro0axdatW3FxcVGztOqhpgVQT0+Pbt268fXXX3Ps2DGmTZtGeno6o0ePZunSpRqfu1cTfxa6Li8vR19fX/o8d+5c5s6dy6BBg7SmSvfPUBm9qjSAqvNwxowZJCUl8dNPPzFlyhSpeErdL2Z1YG5uzhtvvIG7uzsTJ07k8OHDUuqJ+L8cP3d3d3Jzc3UnLwFjxozB19eXCRMmcODAAem6arxZWloihMDU1LRaT1Z1ozP6tByVMfdX+WMqjxX8YfgFBQUxaNAgKYfP1dX1X5f3eUVl+FlbW7Nlyxb09PSYPHkyd+7cYd++fejp6WmlMVMVUSWPSE9Pj65duzJt2jROnjxJz549uXXrFocPH0ahUGhNvuOjiBr6NzZo0EBqCTFjxgwWL17Mpk2btCIf7VmpOg9jYmIwMjLivffeY9WqVWzatAlnZ2d1i6gWVOOqTZs2vP322zRq1Ii3336bnTt3olAoJGMlKysLR0dHrfYeq3B0dGTy5Ml4enry/vvvs3HjRnJzc6Xvf/vtN5o0aVLn1nVdeFeLKS4u5vPPP6dJkybY2to+5npWnSJRXFyMvr6+VFygCvUeOHCA27dvs379eq2t0n0SKl3m5+dTr1494A/Pn6GhIYmJiVJvJ5UHQlsXUpWuVMUYVQ0/BwcHtm7diqOjIzExMVpRtKEqoHrSfMzPz6ewsFBqj7Fv3z5u3rxJRkYGS5cuZd26dVrXJqmmE28AqS1L1YPvVSE4U1NTMjMzuX79OuvWrdPKQhcVMplM0pGzszP+/v6kp6cTERHB9evXOXHiBLt37yYuLo5p06bRsGFDdYusVsrKytDT08Pc3Bx/f3/y8vJYvHgxFy5c4NixY+zatYu4uDimT59e5yJgOk+fFrNz507i4+P57rvvuHz5crUwrurFevPmTd5//33Onj0L/GG4zJo1i19++YVVq1ZprYevph2cKhQik8lISEjglVdeIS8vr9o9b775JtnZ2VI1oTYafCqvnkpXv/zyC++88w5lZWVSSgHAyJEjkcvlrFq1Sit0tWvXLpYsWQLAzz//LJ00ojrVJSsri+7du3PixAnpd1xdXTl48CBRUVFaafDBH+HvO3fuAA/noVKpRE9Pj8zMTIYMGcLNmzel+1Wh3XXr1hEZGak1a1hNnmJ4OL4MDAy4ceMGQ4cOxcnJiWnTpjFt2jTu3r3LuXPnyM/P18q2P4+i0lVGRgbjx4/HyMiIH3/8ka+++oqGDRty/fp19PX1666uaq9mREddJDIyUnTs2FEMHjxYXLp0SQjxRwVSZmamaNeunfjss8+q/U5GRoYYPXq0OH36dK3LW1dQVWwVFRWJL774QqSnp1f7fufOnaJly5Zi5cqV1a5fu3ZNvP7661KVpUrXmsxfVfjt3LlTBAcHi9WrV1e7npKSIrp37641uiopKRELFy4UAwcOFC+++KJ48cUXhRB/VJbevHlTdOjQQXzyySfVKgZzc3PFkCFDxIULF9Qid11hxowZolOnTqK0tFS6lpWVJTp16iQmTpxYTWe3b98W3bt3F2fOnFGHqGqh6jxUKpWPzcusrCzRpUsX8cEHH1S7XlRUJIQQ1fSq6VTVTU3rV1ZWlmjfvr2YOHFitcrvysrKGnVbl9AZfVpK1dYOS5cuFR06dKhm+N2/f1/06NFDfPzxx4+1D1EqlaKgoKBW5a1LqIwPpVIpzp49Kzw8PMRHH30kMjIyhBBCXLlyRfj7+4t169ZV+71H9ajpRowQfyyYBQUFYvr06eLzzz8XixcvFg8ePBBCCHHmzBnh4eHxmK5UqHSmDboS4uG8bNu2rfDz8xMLFy6UrhcVFYmRI0eKL774oto4UulXm17INaFUKkVkZKRo27at2Lt3rxDioTHcrl078fnnn9fYAkllzGgDVY2QuXPnivfee0+Eh4eL3bt3C6VSKXJzc4WXl9dj40uIP+agtrSRqqqr5cuXi88//1zExMSI+/fvCyGEyM/PF926das2rp4n3ehy+rQQIUS1nKigoCAqKio4ePAgJ06coHnz5jRu3Bh7e3uGDx/+WK6MTCbDwMCgtsWuE6hCRgUFBXz66adcuXKF3377jVOnTnH79m2CgoJwcHDghRdeoEuXLtV+99HKLU1vdyCEQC6XU1hYSN++fUlPTyczM5OdO3dy9uxZnJ2dadq0KW3btqVHjx41/g2VzjRZV6JKTuOvv/7KkSNHMDc358SJE8jlcvz9/dHX18fHx4cBAwZUG0cqvWhyjuNfoRpnrq6ubN68mbt379KzZ0+MjIxo3Lgx4eHhT6wSrwvVlLWBapy8++67HD16VDpb18vLC2dnZ4yMjLC1tWXMmDE1rvdV/9V0VM8/duxYtm3bxp07d4iNjSUnJwc3NzfMzc2xsbGRUk/g+dKNzujTQlQD9OOPP2bHjh1069btMcMvMDCQwMDAavfrQCpsCQsLw8LCggEDBtCjRw8sLCxISEjg4sWLtG7dWmtbsKhQ5YRWVlYSERGBsbExy5cvp1evXrRs2ZKYmBiOHTtGcHAwLVq0ULe4aqNqAYJcLqdp06YMGTKEPn368Msvv3Do0CFkMhnNmzfHysqqTvT5UjePFm2oDGZDQ0PMzc1ZtWoVLi4uODs74+rq+kR9aZseY2Nj2bNnD5GRkXTt2pWePXvi5OQkjSkfH58600tOHVQ9U/7UqVMkJSURFRVFWFgYTk5OREREcPfuXYKCgggKCnriOep1HZ3Rp6Xcv3+flJQUtm7dSl5eHh06dJAMvwMHDnDs2DH8/PywtrauNhl0wJYtW0hJSWHOnDl4enpiZ2dHQEAADg4OrF27lvT0dHx9fTEzM1O3qGpDLpdTVFTE+vXruXHjBl27dsXNzQ0TExMcHR1p2bIl69ev5+rVq/Ts2bPGalVNR1WcATB9+nSWL1/OnDlzMDMzw9/fn06dOpGUlERKSgoGBgb4+fkhl8vJzs6WWrRoIyqDb/bs2WRkZODj41PN46kylNu3b69bu6qQnJxMeno6Q4YMQU9PT5pvMpmMjIwMduzYgbe3t0Z71f8M1TiZP38+ly5dolmzZnTu3BkTExN8fHywtbVl2bJl3L17F3d3dywsLJ7LsaUz+rSERxc/Q0NDaWcXFRVFbm4uHTt2JCgoCKVSyaFDhzh9+jSenp7Y2tqqUXL186juzp07R2JiIt26dZNaFxgYGGBnZ0d+fj5btmzh3r17+Pj40KBBA3WJrXbi4uKYMmUKaWlptG3bVqpkE/93CkezZs1YvHgxVlZWNG/e/LlcQP8XVC/XcePGcfbsWV544QVcXV1p1KgRrq6umJqaSobfgQMHyMvLY/fu3Vy8eJHg4GCtDumePn2aBQsWEBsby8mTJykpKcHT0xNra2uEECxcuJBu3bphZWWlblHVjsozevDgQc6cOUO3bt1o0KCB1HhZJpOxbt06YmNj6dWrl9Y19K66vv/666/MmzeP1NRUXFxcCA0NlfSnMvyWLFlCfn4+zs7Oz+V5wzqjTwsoLy+X2lxU9RKYmpri4uKCTCYjOjq6muEnhCA+Pp709HR69OiBXC7Xupcy/JEvVLXPV3Z2NnFxcdjY2ODt7S314TMwMEAmk3H48GFSU1PJzMykV69e6hS/VnnUU+ft7Y2FhQV79uzh1q1b+Pv7Y21tLd1jbGzMzp07adSoES+88IK6xFYrO3fuJC4ujmXLltGlSxdCQkKqtQ8xNTWla9eu7Nmzh4MHD3L27Fn+3//7f1rXJ+3RkG6jRo0YOHAgbdq0ITk5mf379xMbG0uTJk1wc3MjJyeHS5cuaeUxdI/qSvWztbU1y5Yt4/79+7Rt27ZaTmNubi779u0jLCxM6v+oDajWd3iotyZNmmBmZkZqairJycm0adOGpk2bSoahj48PDRs2ZOHChZSXl9OuXbvnbvOlM/o0lJKSErZv346np6c0KCdPnszWrVvx8vKSznmtX78+rq6uCCGIjo6moKCAtm3bEhgYiImJCa+//jpWVlZaafDBH01Lhw0bRkJCAv369cPZ2Zn79++zatUqGjZsiJOTk1TYkpmZSb169Rg+fDjz58/HysoKPz8/NT/Fv0/VHL7S0lLKysrQ19enefPmGBkZsXXrVvLz82nWrJk09vT09FizZg1+fn60atVKzU/w7yOq9CVU/Xvs2DEuXbrEsGHDqvUnBLh69Srbt28nJCSE7t27ExISwrvvviudU6wtVA2Db9iwgW3btnHw4EEsLS0JDg6mV69euLu7k5aWRkxMDBcuXCA3N5d79+7x4osvYmxsrOYnqD2q6ioxMZH9+/eTkZGBXC7Hzc0NU1NTli9fzt27d/Hy8qJ+/foAbNy4kZKSEvr371/tSD9NRzXfPv/8c1atWkXv3r3x9vbG0tKSCxcuEBcXR2BgIE2aNJEMP29vb+zs7OjevXu189KfF3RGnwZSUFDAoEGDiIuLw9jYGH9/fwDS0tLYtGkT9+/fx8nJSRqwpqamODo6cvz4cRITE7l58yZdu3bF399fOuhemykqKiI1NZXDhw9z7tw5evbsSfv27UlLS2PVqlXIZDKMjIxQKBTMnTsXMzMzevfuze7du7G0tKRt27bqfoR/laoVzVOmTGHFihVs27aNc+fOSZ5jIyMjVq5cyZkzZ9DT0+P69essWLCA/Px8Zs6cqRV5RIWFhUD1qtFLly4RExND7969sbKyqhZqOnr0KFOnTqVHjx40atSIJk2aaF0uX2VlpWTEjB07lqSkJO7cucPZs2dZsWIFJiYmtGzZEicnJ/r164eNjQ1KpZJdu3Zx+/Zt3njjDa3RWVVdjRs3jvj4eE6ePElSUhKbN2/GxcWFrl27YmVlRWRkJAcOHGD//v3s3buX7du3M2vWrDp3ekRtUFJSwvXr14mPjyctLY3OnTvj4eGBpaUl586dIzY2loCAgGqGn6en53MZ2gWd0adxFBUVERISgqenJ6amphw8eBAhBIGBgbRs2ZIGDRoQGRnJvXv3cHZ2lgw/MzMz0tPTkcvlnD17lj59+mBsbKyVHr5Hc/jq1atHYGAgRUVFUoVujx496Ny5Mzk5OURGRrJt2zY2btxIeXk5s2fPpn79+uzcuRMPDw+Nrk6t2pZl4MCBKBQKWrVqRXFxMYcOHWLjxo107NiRDh060KBBAzZv3kxycjImJiZ4eHjw448/SidtaKLhV1xcTEREBEuXLmXWrFls2bKFzMxMrKyssLKywtramgMHDrB3715atWqFhYWFFJ67efMmZ8+eZfDgwVoVcquKah5+8cUXpKamsnjxYkaMGEG7du1QKpUsWbIEY2NjgoKCAPDw8KBdu3Z07dqVESNG0LRpU3WKX6uodPXdd9+RmprKvHnzGDVqFN27d+fcuXMsXryY3r1707lzZ9q2bUtaWhplZWWYm5vz9ddf4+7uruYnqB0eXd/19PRwc3PD2tqa6OhoLl++TJcuXfD09MTc3JwzZ86wfft2fHx8NGI86Yw+DeP3339HqVTy/fff0759e5KSkjh8+DCVlZUEBgbi7++PqakpK1eu5N69e7i4uEjJzrt376Z79+58+umnz21l0j+BKqSbmZkpeTqNjIzw8fGhtLSU7du3c+nSJXr16kXHjh1xcXHBx8eHDh068N///hdDQ0OmT5/O0aNH+eijjzS6ileVDP7VV19hbGzMvHnzCAkJoWfPnmRnZ5OcnExoaCiOjo74+/tjZmbGvn378PPzq+aZ0cS8q4KCAl599VUKCwuxt7enc+fO6OnpER8fT3JyMnp6eoSEhGBgYMDu3bs5cuQIgYGB0nzcsmUL2dnZ9O/fX8ob1XQqKiqorKyUNgBCCHJycoiIiCA8PJzWrVsjl8ultImSkhIiIiJo0aIF9vb20u/Y2Nho9Lx7Erm5ucyfP5/XXnuN0NBQDAwMKC0tZfHixfTt25eXXnqJyspKGjduzIsvvkj//v1p3779cxmm/DtUzW+/evWq5K2rV68ejo6OWFlZsWbNmmqGn6WlJcnJyaSkpPDSSy+hUCie73dj7fWB1vFvU1NX8KysLBEWFiY6dOggli1bJl2PjIwUHh4eYvjw4WLVqlXi+++/F+3atRO3bt2qTZHrJBUVFSIsLEwMHjz4saOt8vLyxNdffy08PDzEpEmTqn1XXl4uxowZI/r16yfatm0rzp8/X5tiq5VBgwaJqVOnSmMwMTFRBAUFiZiYGCHEwyPEVCxZskR4eHiICRMmaOzRYYWFhaJXr17i/fffF/n5+dWOasrIyBD9+/cXoaGhYv369UIIIaKjo0XPnj2Fv7+/GD58uBgxYoRo2bKlxuqnJsrKykRYWJiIjIysdsJIWlqa8PHxEQkJCUKI6qeP3LhxQ4SFhYnx48eL0tLS5+pkhH8S1XNfvXpV+Pj4SCfcXLt2rdpRmrm5ueKbb74Rt2/flk6e0HSdFRYWiuXLl1e7NnXqVNGjRw9x6NChatfv378vVqxYIby8vMTEiRNFSUmJEEKIXbt2SScuPe/oPH0axKO7D6VSiZmZGe3atSM5OZnDhw+jVCoJCgoiICAAW1tbEhISSElJ4ebNm8yfPx9nZ2c1Sa9eRJXKU7lcjoGBARs2bODWrVu4urpKO2EjIyOCgoJITk7m0KFDHD16lAEDBgBw8eJFMjIyCA0NZcKECRp3iHtWVhanT59m//79GBsbU79+fRQKBQUFBURERNC4cWO6du3Kjh07+Oijj5g8eTKDBg3i4sWLvP/++7i5udGkSROCgoKkhPKKigratm373FXA/RlCCH766SeEEPzwww+YmppKY6uyshJzc3O6detGUlIS+/fvp127dnTo0AEXFxesra0pKCjAxcWFzz77TGtCbvCwx9758+dZsWIFtra2uLu7o1AosLCwYNu2bWRlZdG3b18UCoVUTW9ubs6ePXsoLi5+7LQSTaWiooK8vDxSUlLIzMxEqVRiYGCAgYGBpKvff/+dkJAQhgwZQvv27fnyyy+l9lxJSUmMGjXquTxN4llR5bfHx8dLRYoAt27dYu/evaSlpUmnT8FDj5+DgwM3btxgx44dXLx4ke7du+Pm5qYxnmOd0afByOXyxwy/o0ePYmhoiK+vLz4+PnTs2JGBAwcydOhQmjVrpm6Ra5Xbt2+Tn59P/fr1q1VUCiHw8vKiWbNmLFu2jN9++62a4WdgYMCpU6ewt7fHxMSEbt26IZPJsLGxoUOHDjRv3lxjFggVJ06c4IMPPiAxMZGEhAR+++03OnfuLL1sHjx4wKpVqygqKmLu3LlMnDiRwYMHA3D27FkOHz7MiBEjMDQ0RCaTERAQgIWFBb1799a4PpAymYyIiAgCAwMJCQmp9lKVyWQolUpMTExo27YtK1asoLS0lI4dO2JnZ0ebNm3o1asXoaGhz22i+P9Cp06dePDgAbNnz6Zhw4a4uLigr68v9ZLLzMyka9eu1TYJiYmJNGnShNDQ0McqoDWNwsJCpkyZQlRUFKtWrSIxMZGVK1dy8eJFKTdNLpcTFRXF8uXL6devH1OmTJF0sn37doyMjOjcubPGt+EqLi6mbdu2eHt74+Pjw+7du/ntt99o3749vr6+WFtbExcXx5UrV2jSpIlk+BkZGZGRkYFCoeDGjRt0795dqnLWBHRGn4ZT1fALDQ3ll19+4eLFi/Ts2ZN69ephYWGBpaWlVrU1ALhw4QI9e/YkNTWVkydP4u/vj1wul/I9ZDIZbm5uODo6Pmb4KZVKEhMTeeWVVwgPD0cul2tsIQLAyZMnGTFiBIMGDeLdd9/lo48+4oUXXsDS0lIylE1NTbl69So7duygX79+vPfeewCUlZUxbdo0LC0tCQsLq9YQVnW0mCYhhCA7O5uZM2fyxhtvVDvmSkXVOXnv3j327dtH//790dPT09gx9FdUTa4PDQ2lsLCQ2bNn06hRI3x9fbG3t6e4uJjY2FjOnj2Lt7c32dnZREdHs23bNr788kuNby1VUFDASy+9hKmpKQMGDGDKlCm8/PLLODk5sXfvXnbv3o2trS1hYWH8/vvvXLt2DQsLCwIDA8nMzGTVqlXExMTwww8/YGtrq9G6godzUalUMnXqVFq2bMnly5fZu3evZPipmnnHx8c/Zvjt2rWL0NBQvvjiC43rYKEz+rQAlVFibm5OUFAQc+fOpXXr1jg4OKhbNLVx9OhRdu7cia+vL9evX2fevHlkZGRQv3597OzspPvc3Nwkj9+vv/7KjRs3JCNwwoQJ0vmLmhSerEp6ejrjx4/nzTff5J133sHW1hYDAwOpDYbqxWFra4uzszPp6ekkJSWRl5fHkSNHWLZsGXfu3GHFihVSHz9NNmxUnuKNGzdiZWVF69atazxeTqWD/Px8du3axZAhQ7Ru41VVL6p/VZsnleE3Z84cLC0tadmyJb6+vpiampKYmMiSJUvYt28f165dIyIiAg8PD3U+yr9OQUEBvXv3xsfHh+nTp+Pl5YWxsTGmpqY0b94cd3d3Ll++TEJCAj4+PvTt25d69eqxa9cuIiIiOHDgABkZGSxatEg6GUeTUSqV6Ovr07p1a+Ch9y44OJirV6/WaPglJCRw/PhxsrOzSUpKYvv27YwbN07jNqWgM/o0FtWCWllZCSAZJWVlZezfv5/evXtrXVf/qjg6OpKamoqhoSGzZs0CHubkzZ8/n/T0dPLz8/H29kYIgbu7O35+fuzYsYMbN25gYWHBypUr0dPT01gjRjV+du3aRU5ODh9++CEGBgZSOxGVh2rOnDmsWrWKs2fP0qNHD7p164aRkRG//PIL5eXlNGvWjIULF6Kvry81cNZ06tWrR0pKCqdOnWLQoEEoFIrHTklQsWfPHnJycnjjjTfUIKn6KCgoIDw8nNTUVK5fv465uTnGxsbVGgOHhoaSn5/P3LlzsbCwoFWrVvj7+/PSSy/h5eXFwIEDGTZsmMY3qy4oKODll1/Gzc2N+fPnV+vzCA8NZjs7Oxo3bkxycjKZmZn07dsXPz8/Xn75ZXx9fXn55Zd57bXXNF5XKh6da5WVlZiamtKyZUvS0tIeM/zs7OykNJTc3FzmzZuncTnZKmRCCKFuIXT8c6g6shcWFmJiYgLAoUOHKCgowNvbm40bN7Jx40Y2bdqk1UafEILZs2eTkJDAhg0bMDMz486dO9y6dYu33nqL+/fv4+/vT69evejevTuNGjWisLCQ0tJSqZ1NRUWFRrYaqcpXX33F0aNHiYmJkTxRly9f5ptvvuHkyZOYmZlhYmJCXl4ezs7OREREYG5uTlFRUTXPlTboCpA2ASkpKbzzzju0b9+e2bNnS99VzTmrrKzks88+w9jYmI8//ljjc6yqMmvWLCIiIrCysqKoqAhra2sqKiro0qUL3t7eBAcHY29vj0wmY/HixcyaNYuvvvqK3r17a51HdObMmSxevJjx48czZMgQ6tevX81LWvXn1atXM3XqVOLi4rSqCOhpUM3NnJwcpk6dysmTJwkLC2P8+PHAw+M1AfT19TU6n1bn6XuOKC8vp6Cg4IkHYqterDdv3uTVV1/F29sbExMThg8fzqZNm0hKSiItLY0FCxbg5ORUy9LXHVSLpI+PD0uWLJGqukxMTLhx4wYbNmxg4sSJUp+5devWkZ2djYuLC40bN5Y8qNrgtTp9+jR79uzBysqKrKwsYmNjmTJlCg8ePKBfv37Mnj2bQYMGYW5uzs8//yy9rKv2stLk8PejqJ5Z1WQ5Li6O1NRUXnzxxcf6e82ZM4eEhAS++OILLC0ttcbgAwgJCeH69etcu3aNiRMn0r17dxo2bEhqairr1q3j559/ZsOGDWRkZODr60tRURGxsbFYW1vj4uKiFRsIFSEhIVy8eJH169ejr6+Pm5sbRkZG0jqmSikQQmBlZUVMTAz+/v46o+8RVOu2iYkJQUFBnD9/nmPHjtG2bVssLCwwMTHB1NRU4xuh6zx9zwnFxcWMGjUKHx8fRo8e/cRcg6ysLIYNG0ZoaChTpkxBLpdz48YNMjMzkcvluLq6arWHT4XKI/rDDz9w+PBhNm/ezM8//8z48eP58MMPGT16NAD79+9n69atZGVlsWbNGo0M5dZE1UrmYcOGcfToUem7/v3706dPn2rHy927d4/Q0FC+++47+vXrpw6R6wwq3eXk5BAVFcWKFSuws7PjP//5D8HBwVy8eJHLly+zc+dOli9fjre3t7pFrlWqen1HjhzJ5cuX+eSTT+jRowcAd+7ckfSTnp7OyZMncXBw4OrVq9jZ2REbG6s1R6tV1dU777xDcnIyY8eOZejQoZibmz+WL6pqwv/pp5/y8ssvq0vsOo1q7b958yZdunRh+vTp9OnTR91i1R7/fitAHf8ECQkJwsPDQ4SGhoo5c+aI3Nzcx+4pKioSHTt2FB9//LHUcLNqU1gdj3Ps2DERFBQkJk+eLLy8vMSSJUuEEI/rTRv1WfVZY2JixNatW0VKSkq1e1QNXo8cOSLCwsJEampqrcpYFykvL6/2+dChQ2LEiBGiVatWwtvbW/Tq1Ut8/PHHIi0tTU0Sqp+qOgoPDxfBwcEiISFBFBQUPHbvxYsXxZ49e8SUKVPEpUuXalPMOkFVXY0ZM0Z4eXmJefPmiXv37gkh/libKisrxeHDh0X37t3FlStX1CKrOviz5tKVlZXS9xUVFdXuffDggejfv79ITk7+12WsS+g8fc8JS5YsISUlBXNzcxISEnjnnXd47bXXHss9OHfuHD4+PloVKvpf+fTTT9m4cSPjx4/nrbfeeuKyl5MbAAAXOElEQVR9ooYqTE3nSYUqVa+XlZUxduxY9PT0mD9/vkZ7Q8vLyykqKnpiH0aVZ0blcZ8xYwYBAQHAw5yhwsJCHBwcqKysxMDAoDZFr3NU9WKNHj2a06dPM2XKFDp37iwdO6ephVLPypM8fkOGDMHCwkJam7777jvOnTvHvHnzsLCwULPUtYNqjDw6VlQevYKCAskzrCp0adGiBT///DMxMTFs3rxZI87UfVp0OX3PCTt37sTc3JxvvvlGyu+oV6/eY/kd2tB/6Z9ClVifn5/PiRMnePXVV3F0dHzsQG4V2qjXqkUHVRtYy2QyysvLuXHjBp988gm3bt2qVtGsiboqLi5m5MiRpKen4+3tXWNBgVwur5Zi8eqrr0o6MzExwcLCAoVCoVVFG09CLpdLJ2v85z//4fDhw8TExNCsWTMcHByq9czUdqrqqnfv3pw5c4aNGzdiZGSEu7s7RkZG/PTTT6xZs4Y5c+ZI/eY0laKiIhYtWsSmTZtITEzE2dkZKysraa5VzW/v3Lkz3t7e2NjYMGnSJLZs2cK+ffvIyspi/vz5uLi4qPtxahWdp+85Yc2aNZiYmEj5Uu+99x47d+6s5vHT7YqfDtXCkJmZKS2OL7/8MoaGhkRFRalZurqFSldZWVlS/8IVK1YQHR2Nubk5CoUCQ0NDli5dKrVl0dQke1XOp7W1NYMGDWLo0KGPedqLi4vp1asXbdq04dtvv9UZLH+CyhNz//59yXM6atQozpw5w1dffUXHjh0lj5+2U5OuVB6/CRMmkJOTQ3R0NGvXrsXX11fN0v67FBQU8Morr9CoUSNKS0u5desW+fn5REdH4+XlJb0HMzMzGTlyJK1bt2bKlCkoFAru3LlDbm4uZWVl2NnZaWQfvr9C5+mr46heuqpjweRyOXK5nJ49e3L58mXWrVsnefxUnodLly5Rv359jX35/hnZ2dmUlZU9sQJLpc+dO3cyduxY2rVrh7W1NQYGBsTHx9OoUSOtqXp7Fl298847dOzYkfr165Oens6DBw9wd3enS5cuTJo0CT09PY02+OBhaEgmk+Hi4sKaNWuqedpV6OvrExwczODBg7Xa4HuWTgNDhgzBzc0Ne3t7+vbty4kTJ1i0aBG+vr5acRb439VV7969uXjxIlFRUVy5coXVq1drvMFXUVHBpEmTsLKyYs6cOYSFhREcHMyxY8c4dOiQdDZzeXk5AwcOJDg4mG+++UYK/5qammJjY0OjRo20rvWPhBryCHX8CYWFhWLnzp3iwYMH0rVHE1WrJvaOGzdOeHh4iNmzZ4uSkhIxa9Ys0b59e/H777/Xmsx1hYsXL4p27dqJadOm1VjooiIhIUG0atVKrF27VrqWnZ0tPD09xbRp02pDVLXzv+iqJlQFHZrMt99+K6ZOnSqEEGLs2LHSvFPp788SyrWJoqIiMXToUPHtt9+KnJycJ96XmZkpOnfuLD777DNRWVlZbQy999574urVq7Uhrlr5J3T1ySefiAsXLtSGuGonOztb9O3bV+zcubPa9RkzZoh27dqJvLw86Vp6erpuTtaAztNXh6ioqGD48OEsX74ce3t7nJ2dpcPGq6I6u7Oqx2/jxo3s3buX5ORkIiIiaNasmZqeovYR/+eR2rZtG7/88gs3btxACPGYFwYeerfCw8N5//33GTJkCPBHt/bmzZszaNAgjQ6R/6+6qvo3qqLJOlORmZmJnZ0dnp6e9OrVq0ZPu6bmMz4LiYmJREZGcvPmzSeOreLiYl566SVat27N119/jUwmq3aGdc+ePbWiEOGf0FXnzp2xtrZW0xPULnl5eSxatIiAgAD8/PwkHVRWVrJ9+3Z69+4tpTqZm5tr/VysCZ3RV4eQy+WsXbsWAwMDEhISsLa2xtXVtdrRRFXvLS8vR6FQ0LNnT9avX09eXh7R0dEa7+J/FNXEjomJoXnz5jg4OBAVFVVj+M3U1JSePXvSrl27x35fFT5XLSSayP+qq6p/Q1sQuhSLZ+J/CYNr6rx7EjpdPRv6+vrExcURGhqKp6enpIO0tDTi4uJ44403MDMz07o16lnQvhWpDnP16lV+++03Zs2axbZt2/juu+8AGDBgQI15VypjcNGiReTl5bFp0yatyUeribKyMpydnQkPD+fBgwcsWLAAQCp0Ub28/6qyTRte1P+UrjSRoqIiDh48SEhICKamplLVsp6enjQ2VHlWc+bM4b333pP099Zbb7Fw4UK2bNlCXFycVhYi5OTk4OzszKeffkpZWdkTx5a2bU5rQqerp0epVGJsbMyWLVukFixVow6GhoaPGcLHjx+nWbNm2NjY1Lq8dRWdp68OkZeXx4EDBxgyZAihoaFkZ2ezfPlyrK2tcXNzq9HjFxsby9dff01MTAxeXl5qkLpuIITgzp07+Pn50aRJE1347U/Q6erJ6FIs/nd0YfCnR6erJ1NUVERycjINGzbEwMAAuVyOEKLaRkpl9J0+fZpTp04xYsQIqf/l9OnTmTVrFoMHD9beoo0a0Bl9dQhLS0tsbW3x9/fH2NiYgIAA7t69S2Rk5BNDvfb29gwcOFDrPHxVd3hVd8O2trYIIWoMv7m6umJiYoIQgmPHjmFjY6MVZ8LqdPX06FIs/j66MPjTo9PVn/O0my/V5/Pnz3PgwAGGDh1KvXr1mDNnDitXrmTZsmVafc58TeiMPjVRXFzMtm3bSE5O5v79+1RWVmJpaYmzs7OUU2ZiYkJgYCB37tx5zPCbNWsWhYWFeHp6Ym5uru7HqVVSU1PZv38/Dg4OGBgYSOE3uVwuNb6tmhCuWkRNTExwdXVlzJgx7N+/n0GDBmn8Dlqnq2fj6tWrREVF8eOPP6JQKFiyZMmfGn4qQ3jRokXs27ePdevW4eHhUdtiq4VHPTGqsaVQKCTPTE1jq169egQEBDBv3jx+/PFHqUemJqPT1bPxLJsveDhvk5KSCA8PZ+nSpSxevJjVq1fj5+dXy5I/B/z7BcI6HuXBgweiR48eom/fvqJPnz7Cy8tLDBgwQKxcuVK6p6ysTPr5zp07YtKkScLHx0ds2rRJzJw5U3h4eIgzZ86oQ3y1kpubK0JCQoSHh4eIiYkRRUVFT7y3amubDz74QPj4+IjQ0FDRu3dvUVpaWhviqhWdrp6dK1euiL59+4qbN2+KnJwcad5FR0c/UX9btmwRHh4e4uzZs7UsrfooLy8XgwcPfqqxVbW9yLhx44SPj48ICwsTAQEB4tdff60NcdWKTlfPTlpamnjhhRfEkSNHxGeffSZ8fX3F6tWrn6i7U6dOiU6dOonw8HDh5+enle/Gp0Vn9NUyZWVl4rXXXhMffPCBuH//vhDi4WH14eHhonnz5uKHH36Q7q36Ir5z54749NNPhYeHhwgICBDnz5+vddnrAg8ePBDdunUTAwYMED4+Pn+6EAghqhksvr6+YvDgwZJeq+pXE9Hp6u+RmJgo/Vx1wxUdHS0KCwsfu7+goEDcuHGjNkWsEwwcOFB06dLlL1/IQlTfxLZv3160atVKa3rLCaHT1bPyrJuvoqIiERwcLDw8PLROV8+KLrxby+Tk5LB+/Xreeust3NzcAGjatCm+vr6UlJQQHR1NUVERoaGh1Vz+JiYmHDlyhLS0NGJiYrQmhPQop06dIjExkblz51JQUCAVuvxZ+K2iooJ3332XiooKNm7cqBWnR4BOV3+FLsXi76MLgz89Ol09O8+a366vr4+Hhwfjxo3D1dVVjZLXfTRvJa/DCCG4d+8eaWlpUn6U6oXq7OzM6NGjkclkREdHY2try5tvvim9bL///nvWrl3LunXrtHpQV1ZWYm1tja2tLRMmTECpVPLtt98ihCAsLKzG1jbz58/n0qVL7NixQ6ONmEfR6erJFBQU8PLLL2NgYEBlZSVXr17F09OT/v3788Ybb6Cnp0d5eTn6+vpYW1szadIkAL777juMjIxIT08nIiKCDRs2qPlJ1IMQAmtra+zs7Hj//fcpKSn5y7EVGxvLTz/9xMaNG7Wq8Eynqz+nuLiYHTt2cPv2bdzc3HB0dMTV1ZUuXbpI64+NjQ2TJ08GqNbKzNjYmFmzZhEUFESHDh3U+RjPDTpPXy0ik8mwtrbm4MGDnDx5kvbt22NqaiqV5Ddo0ABHR0fS09M5efIkwcHBWFpaUlpaSlxcHF9++aXWJ6ba29vj5uaGg4MDRkZGBAYG/mWFc/PmzRk+fLhGGzE1odNVzZSXlzN69GgcHByYM2cOw4cPp2XLlly4cIGNGzdSUFBAaGio5PlUefwCAgLIz89n7ty5pKamEhMTo5VVuqDrNPAs6HT1ZAoKCnjppZc4e/Ysly9fZs2aNZw6dYrS0lL8/f2rVcg/qjt7e3t27NhBREQEw4YNo2HDhup+nOcCndH3L1NUVMSCBQvYvHkzu3btksrH9+7di1KpxNfXl3r16kmGn4WFBba2tkRGRhIUFISbmxt6enq8+OKLNG7cWM1PU7tcvHiRDRs2sHnzZu7du4dSqaRhw4Y0atRI6pFWU/jNy8sLhULBiBEjsLKywsXFRTqqR1Pbjuh09fToUiyeDV0Y/OnR6erp0W2+1IPmbePrEAUFBbz66qtYW1ujVCpJT0/n9OnTzJ49m8uXL7N8+XJMTU0ZNGgQpqamkmeldevWuLu7c/r0aXr16gVo35E7x48f56233sLf35/y8nISEhJwcHCgf//+jBw5EoVC8Vj4TQjB999/j0wmY8+ePVy5coXWrVtLf1NTdajT1dOjS7F4NnRh8KdHp6tnIy8vj3v37vH222/ToEEDAFq1aoW1tTUrVqxg2bJlCCGYPHlytciDjY0NxsbGmJiYsH79eq2Zi/8Yaiog0XjKy8vF22+/LcaOHSsqKipEcXGxuHz5snjxxRfFmDFjhBBCDBs2TAQEBIg5c+aI3NxcIYQQSqVSCCHE0KFDRVRUlNrkVye3b98WL774oli8eLGkj2PHjokxY8YIHx8fMW3aNOneqlWleXl54qOPPhIeHh6ib9++UhWcJlee6nT193j11VfFa6+9Ju7evSuE+GPeCSHEtWvXxOjRo0X//v3FlStXhBBClJSUiA8//FCr2mboOg08PTpdPRuVlZXiwoULwsPDQxw8eFAIUV0vmZmZ4vPPPxd+fn4iMjKy2u9OmzZN+Pn5aY2u/ml04d1/iZycHNatW8ewYcNwcXFBT08PS0tLfv/9d5KSknj99dcZOHAgp0+fJjExkVOnTuHk5MTdu3eJiYkhOTmZiRMnaryLvyaysrL4+eefeeedd7CwsEAul9OkSRO8vb0pKysjOjqa4uLix8JvRkZGREVFYW5uzoYNG9DX19fYvDQVOl39NboUi7+HLgz+9Oh09Wzo8tvVh+at8HUEpVLJ9evXyczMlD4rFAqCg4OJjIzkxo0buLu7s3DhQhYtWsTu3bt55ZVXaNasGQqFgsjISK06u1NUOSrs3r17ZGRkSHllKmPEycmJUaNGIYRgzZo1NGnShKFDh6Knp4cQgsGDB3Pv3j22bdum0YUIOl09PboUi7+H0IXBnxqdrp6OoqIilixZws2bNwEYPXo0nTp1YtWqVaxevZqRI0dKhp9cLsfJyYkRI0YwcuRILl++jKurK/Xq1ePHH3/Uqrn4T6PT3L+EoaEh1tbWWFhYAH/0XiovL6e8vBwTExPp3rfffps1a9awZcsWFi9eTHR0NN7e3mqRW11UVFRIP7du3RovLy9mzpxJXl4eenp6VFZWAmBnZ8ewYcMIDAwkPj6eW7duAQ8TqH19fYmPj9dorxXodPW0VFRUMGnSJBwdHVm2bBlLliyR8oTmzJnD9OnTCQwMZN68eURGRj6mP2NjY+zt7dX8FOpBJpPh6elJYGAgCxcuJCcn57Gx9eabbxISEsLWrVtJS0sDoLS0lDt37hAVFaU1a5hOV39NQUEBr7zyCqdOneK3337j8OHDjB07lvbt29OmTRuWL1/O+vXrKSgokDyhQLXNlwqdwfe/oQvv/ksYGRnxn//8h4CAAOAP70xGRgZJSUkMHjyYBg0aSO7so0eP0rRpU5o2bVpj3yZNJjU1lZ9++onIyEh27dqFs7MzQgiSkpKQyWR4e3tXC79ZWlpiY2NDREQEHTp0wN7eHn19fdq3b1/N26WJ6HT19OhSLJ4NXRj86dHp6umpqKhg/PjxWFpasnDhQnr37k3Hjh3Zvn07V65cYfbs2Rw5coT4+HhkMhlubm6YmJhIuouPj6dFixY0b95c3Y+iEehM5n8RlZcPHhp9APn5+ZiamkrVSnK5nBkzZvDf//5XLTKqm5MnTzJ8+HBkMhk2NjZcu3aNCRMm0KdPH0JCQliyZEmNO8CQkBDs7Oy4cePGY39TU40Yna6ejZpSLGQyGcHBwRQVFUn6WLhwIW+88QYPHjzglVdeYeLEifz8889alWKh88Q8PTpdPRt5eXncvn2bAQMGoFAoMDQ0xNXVlT59+nD69GnKyspYsWIFbdq0Ye3atUyaNIkzZ85w/vx55s6dy5UrV2jXrp26H0Nj0NwVv46hmtxlZWUUFxdLrv85c+awatUqoqKisLW1VaeItU5eXh5ff/01r732GuPGjaOyspK0tDRGjRrFkiVLmDlzJsOGDWPevHnk5+fz+uuvY21tDTxceI2MjLCxsVHzU9QOOl09O8+aYhEeHs6VK1cwNjamfv36WFpaqkXu2qZqGHz27NmUl5eTmZnJ2LFjmTNnDgsWLODNN99k3rx5FBUVMXToUCwtLaXcK20Kg+t09ezo8tvrFjqjr5YxNDQEoH79+ixYsIClS5eyZs0arWwumZOTQ35+vnR8jlwux9XVlQ4dOnDkyBEAVq5cybhx49i0aRNHjx5l9OjRVFZWsmHDBvT09OjcubM6H6HW0Onq2bGwsGDDhg2S0adKsZDJZNI8BKQX8vHjx3F2dtbKzdft27d59913USgUKBQKyROzfv16yRMzZswY1q5dy6+//sr777+PTCYjOTmZK1eu8M0336j7MWoFna6eHd3mq26h+b7lOoazszNGRkaMGjWKBQsWaK3BBw93zVlZWWRlZUmf5XI5wcHBPHjwgOzsbADmzp3LqFGjMDAwkHbUSqWSmJgYFAoFSqVSnY9RK+h09ffQpVj8Nbow+NOj09Wzo9p89evXD/hjHta0+YKHzeatrKxo1qyZzuD7F9B5+moZW1tbcnNzuX37NrGxsXh6eqpbJLVhZWWFq6srTZs2Bf7ILyssLESpVEovZYBhw4YxbNgwbt++jaGhIWZmZshkMo0uRKiKTlf/O7oUi5rReWKeHp2u/h6Pbr5kMtn/b++OcQ0I4jiO/x4SohKRbE+lcYA9A2dQKpzIDTY6WRxBonEHpTiAjFj7KrIK3tjHm33m+ylFsfkV5vcfs7t3h6/FYqEoilxd6sfzdwVwpNlsajKZKAgCdTod15fjVBAEmk6nqtfrN58nSXJ9lVH2mXSz2UxhGF7vpjyfz96UGLJ6HY5Y3OJvcHtk9XsMX26xCjgQhqHrSyiMbIm5/FAeDge1Wi3VarVriRkOhzLGaDAYXL/vw51vWWT1GtkjFuv1WlEUeVv4LtiJsUdWr8Hw5QalD4WRnQCNMSqXy0rTVKPRSLvdTnEcq1Qq3exo+Yqs8uOIxWPsxNgjq/wYvtyg9KFwqtWqjDFKkkTj8Vjb7Vbz+fyj3x6RF1k9jyMWdtiJsUdWz2P4coMVAYXT7XZ1PB7V7/d1Op20XC4pMXeQVT4csfgZOzH2yOp5DF9usCqgcNrttvb7vRqNhuI4VqVSocTcQVZ4F3Zi7JFVPgxff+8rvTw0ByiQzWajXq9HibFAVniX1WrFTowlssJ/QOlDoVFi7JEVAOARSh8AAIAHeHgXAACAByh9AAAAHqD0AQAAeIDSBwAA4AFKHwAAgAcofQAAAB6g9AEAAHiA0gcAAOABSh8AAIAHKH0AAAAe+Abo7wqG65uobwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 800x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(daily,type='pnf')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### We can see how price movement plots eliminate noise compared to a line plot of the same data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(daily, type='line')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "### We can adjust the brick size for the Renko charts by specifying integer or float values\n",
    "- Notice how the distance between each date varies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(daily,type='renko',renko_params=dict(brick_size=4))\n",
    "mpf.plot(daily,type='renko',renko_params=dict(brick_size=1.5))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Similarly, we can also see this difference with the Point and Figure charts\n",
    "- Notice how the arguments differ"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ffVf0+omIiISGPaHtLCwtMWLkOPTo+SHu3L4JU1NTNGzUBLa2lV6lzFIxMjJCj54fon2Hd/F3zBXk5uaifoOGsHdw1HktJIzBhb6kpCRMmTIFV69ehbm5eYntx48fx+eff44RI0Zg3rx5SEtLw7JlyzB48GD89NNPqF+/fkHbkJCS9/yrXLmyqPUTERGJrUZNJ9So6aTvMgAAMiMZTExMYGRkBJnI1xPSqzG40Hfo0CGkpaXhwIED+OCDD0psP3z4MPz9/TF27NiCx+bNm4d27drh1KlTRUKfg4ODTmomIiJSRujp3bI8DawrcrkcRw7+hNUrl+BlUhIAwNzCHAOHfIY+Hw/k6V0DZHChr127dujTpw+MjY2Vbi9+qhfIu7YAAFf9JiIig6RpkobUKBQKzP96Jg7/8iPe6dw1byKHqRl++mEPNq5bgbMRoVi+ejOPywbG4MZhXVxcVAY+ZeLi4jB37lw4OzujW7duIlZGRESkncJBT9XSLVIc5fv96GEc/uVHTP9yHr78ehFc3eqhlkttjBo7CSvWbMHF8+ew/dsN+i6TipFsBP/jjz8wZswYZGZmok2bNti9ezeqVKlSpE1QUBBOnDiBZ8+ewcXFBUOHDsU777yjdr8yWd6XIcuvz9DrlCr2r7jYv+Ji/4qrNP0bdj4Gfv8Gu+LP8/PyACT2O8vOzsbqFYvwRoe38b/uPUtsb9XaFx9/MhjB2zaiR88PtJrYwfevdrTtJ8mGPh8fHxw4cACPHj3Chg0bEBgYiODgYDg5OcHCwgKOjo4wMTHBokWLkJ6ejv3792P06NFYuHAhevTooXK/rk52sLa21uErKT1XJzt9l1CusX/Fxf4VF/tXXNr2b3zcEzg5OSHAuxFiY2MLHjc2yjtqF37M0IWGhiLxRQJmTJ0IN2fl/TBjygTs2bkVN6+eQ+u+fbX+GXz/CpOaqt11k5INfVZWVnBzc4Obmxu8vb3Rvn17bNy4EbNnz0bnzp3RuXPnIu29vLxw//59rFq1Sm3ouxubBCurbLHLfyUyWd4/iLuxSVAo9F1N+cP+FRf7V1zsX3G9Sv/myvOeUL1GTYRF/Tf6FxYVgzuPk8q6VNH88PMRVKpcBZZ2zmrrdvdogl8O/Qa/N7oI3jffv9pJS0vVqr2kQp9cLsfJkyfh7OwMD4//ro2wtLSEi4sLbt++rfb5DRs2xOXLl9W2USggmTealGqVIvavuNi/4mL/iqs0/RsaGVNw/Z5fy/+OYVL7PUWdi4C3jz9kMiO1tXv7tMHe3TtK9fr4/hVG2z4yuIkc6hgZGWHBggVYtmxZkcczMjJw//59ODrmXTewceNGrFmzpsTzo6Oj4erqqpNaiYiIisufrJGQ8LTI91KS+OKFoDUCa9Z0QkpyMnJycnRQFQlhcCN9SUlJyM7OO72am5uLzMxMPHv2DABga2uLkSNHYsqUKVi2bBm6d++OrKwsrF27FsnJyQgMDASQN/K3bNkyyOVydO7cGbm5udi9ezcuX76MJUuW6O21ERER5Qc+qcrJzYGJseb4YPzvci25OTlcusVAGNxvYdSoUTh79mzB93FxcThx4gQAYP78+ejZM2+m0Pbt27F161ZYW1vD3d0dO3bsgJeXFwCgX79+sLS0xK5du7B161bk5ubC3d0dK1eu1Dh7l4iISCz+Xh6wt3eUdPCztLRESkqyxnapKSmQGRnBTMndtUg/DC70BQcHa2zz3nvv4b333lPbplevXujVq1dZlUVERPRKCq/Td+P+c/h7eUhy0eYG7h64En1RY7voyxdQv0HDghsokP5J6po+IiIiqSse8lQt2myofP3aIubqFSQlJqpsI5fLEREWAh+/NjqsjDRh6CMiIhKZsmAntRG+fD5+AVAoFDh+7IjKNpFnw/BPUhJ8/dvqsDLShKGPiIhIRIUDX/Ggl/+9lEb77B0c0blrD2zeuBoJz0pem5ienoagxfPQtFkLNG/RSg8VkioMfURERDqgaWRPSsFv5JgvYGZmhnGjhuJ6zNWCxx8/eoBJ40ciPj4OU2bM4fV8BsbgJnIQERGVF0KCXGhUjKQCHwBUqVIVS1dswJxZkzGof2/4+PrD1NQMEeEhqFKlGhYuXQ1Xt3r6LpOK4UgfERGRyDSN8knx+r76DRri2+D9GD1+MoyMjZGVlYmP+w/Bd/sPwdvHX9/lkRIc6SMiIhKJNmFOisHP1NQUH/bpjw/79Nd3KSQAR/qIiIhEkr8Wn9C2UpOSkoxVyxeh30fd0bd3V8ydPU3p5A5ltOkXsftG6M/QRS1iYugjIiISmaagIMUgEXUuHH16dcGP+3ajSdNm8Grlg9CQP9GnVxcc+/WQoH1IqV8MqZbSYugjIiISiZBTtlIME0+ePMbUL0ajdh1X7N5/GJOnz8H4STOw54df4effFl/PnoIrlzXftQMQPtlFFwypFjEw9BEREYlI6Fp8UgoTQYvmwdLKCguWrEKNmk4Fj1eqXBkz5yyEe8NGWPjNl8jJyVG5D6FL2OiiXwr/DGW/JykGc2UY+oiIiHSkeHjQZbApK7GPHyLk1B8YMXIcbG0rldhuamqKsROm4fbNG4g8F652X6oCsZ8eQpaq34G6xbWlhqGPiIhIZMrCglRHj8JDQ2BsYoy27dqrbNO4aTPYOzoiIixE8H4N6VZ1hlRLWWLoIyIi0oHCo1pSHj2KCAtBU88WsLGxVdlGJpPB168twkNPa9xf8dfv5OSk9HFdKH6aV6rBXBWGPiIiIh1LSMhb1kRqgQ8A7t69BY/GTTW282jcBA/u3YVCodDYNr8f6teu9sr1var8WvJ/R4UfkzqGPiIiIh0JjYopEiakKD09HZaWVhrbWVpaQaFQICszU6v9x8fHI0zPIatw8CsvgQ9g6CMiItIZfy8P2Ns76ruMV2JmZo6sLM1BLic7GwBgYmqq1f6rV69eqrrKUuHTuuXpFC9DHxERkY7lBz8pBgp7ewc8fvRQY7uHD++jStWqMDY21tg2vx/sHfL6RR+zd0vUYu8o+YBeHEMfERGRDkh58kZh3j7+OBcRqnYNPgCICDuDVq39tNp3mIb18nQpNCpG8BqLUsHQR0REJDJlgU+qgcLXLwApycm4Gn1JZZvnCc9w4+9r8PVvq3F/xdcqjI2NLbFNV9T9PKn9npRh6CMiItIRIQsAGzqPxk3h7OKCzRtXq5yZu2XTGljb2MC/TTu1+1L1uvUxkUPVSKyUR2WLY+gjIiISkbpAJ8VAYWxsjPGTZiLqbDi2bVlfIvj9fvQwDuz/HsM/G4vKdnYq9yP0dLeuA7GyWqQ6KlscQx8REZFIhAQbKQYKP/+2GDBkBDatW4nPRwxAeFgIzkdGYObUcfhy+kS89U5nvN87UNC+NPULIH7faLN/Kf2eijPRdwFERETlnRRH9DQZ9ukYNG/RCksWzsH4z4cCAKpUrYov5y7C2+/+DzKZ7JV/RmhUjE5Dlrrfk65rEQNDHxERkUiEhj2phsLWvm3w3b7DiHsSi9zcXNR0coaZmZmg5xpS3xhSLWJi6JMQhUKBqHPhePDgHtxcHOHW0AuVKqu+XoKIiEhscU9icfH8OeTKc5GZmYEG7vobDUtKTERY6Cmkp6Whdp268PL2LZMRx/KCoU8iHty/h8ULvkLU2XAYGRtBBgVsbCtj5OiJ6NKtp9o3dfHp8K/ajoiIhCnPn7+ZGRnY9u167NqxBTnZOZAZGUEhl6Nrj14YOXoiKlWurPb5Zdk3crkcB3/ej7UrlyL55UsYGRtBnitHa19/TJzyJWq51Nby1ZVPnMghAQ8f3Mfg/h8g9vEjLFmxHqcjonHx4kX4tXkd38yZgU3rV6p9vhQvEiYiKg+EfP5K8bM5NzcXUyZ+jl07tqD/gGE4GXIef4ZexITJM3Hy+FF8OvRjpKenvfLPERoM168JwsK5X6Jtu/Y4eOw0ToVHY1HQWjy4fw+D+vXC40cPXrmW8oChz8DJ5XJ8NfMLVKlaFdt2/QD/gHYwMjKCo6Mjvvx6IUZ8Pg7bNq9H9KULgvan6sNFin9lEhFJiaZwJ6XP3/17d+FseCgWB63HkBGjYGFpCVNTU7zfOxAbt+7Gk9jHWLtyqdp9aArEQsPwhfPnsHPbZnw2egJmzJ6PatXsYWRkhIDX38T23T+hsp0dvpo5GXK5XLsXWQ4x9Bm4k8eP4tqVaEyf9Q1sbSuV2N63/2C4ezTG6hWL1e7HkNZAIiKqSMrb529Gejq2bFiN7u/3ho9fmxLbXd3qYeiIUfhx/x48eihshO1V1jJcu3IJGjf1RGC/QSW22dpWwtQZX+PK5Ys49edxQbWUZwx9Bu7Unyfg7tEYzVp4Kd1ubGyMXh/2xZXLF5GY+ELtvpT9VVVe7gVJRGTIytPn7/mos0hJTkbvj/qrbNPj/Q9hbGyEMyF/qt2XqrX4/ASefUp49hRXoy/jgw/7wchIeaRp2coHr9VvgNN/nVS7r4qAoc+A5ebm4mxEKHz9A9S28/FtA4VCgXPhoYL3XfyvKil94BARSZnUP38jwkJQo6YT6tR1VdnG0tIKzVt4IyIsROP+ir9+Jycn4bWEn4FMJoO3r7/adr5+bRERFlLhT/Ey9Bmw+/fu4GVSElp5+6ptZ+/gCLd69XHh/FmN+9TlCudERPSf8vL5e/FCpKClULx9/HDxfKRW+65fu1rB/wsJwxfPR6JeA3dUqVJVYy0vnj8XfLq5vGLoM2DJL18CAKrZO2hsW7WqPZKTXwrab2hUDBISniIh4WnB90REJL7y8Pn78p9/YO8g5LhUDRnp6cjOztbYtnA/xMfHI0xgvyQnvxR2jKxmDwB4+fIfQfstrxj6DJhckTcMLZNp/jUZGckglys0tiMiInoVcoVc5fVzhcn+bSPmKVWFXFgt+W0UPL1LhsrayhoAkCzgL5OXL/+B1b/tNfH38oC9vWOR74mISHzFP3+lyNraBi//0XxcSk5+CRNTE0G3ZSt8HKpevXrBRA5NrKyt8c8/SRrb5Y/wWVkLO06WVwx9BqyuWz2YW1jgwvlzatslJ7/EjesxaNzEU+M+C//DunH/+SvXSEREwij7/JXiH92NGntqPC4BwIWoc/Bo1FSr26DdfPDfcUlI3zRq7InrMVeRlpaqsRYra2vUrqN68klFwNBnwMzMzNCqtS8iws+obXc+MgLyXLnS9ZJUKX4diRQ/eIiIpEjqn7++/gG4c+smnj2NV9kmOzsbUefC4evfVuP+ir/+2NhYLWppi5zsHJyPVD+RMSIsBK1a+8HU1FTwvssjhj4D5+f/Oi5diMTDB/dVtjn0y4+o4+oGJ2cXtftS9sFSXmaTEREZMk2fv1Li3dofxibGOPTLjyrb/PXH70hNSYF/m9fV7kvTWoWajku1XGrD2cVFbS337t7GleiLGmupCBj6DFyXru/B0bEGFsydiZycnBLbT/z+K86c+hODh41Uux91/7Ck+sFDRCQFQj5/pfRHd2U7O/Tu0x87tm7Avbu3S2xPTHyBFcsWIOD1N+Hu0VjQPov3S5jAAQmZTIahw0fj1B/H8dcfv5fYnp2djQVzZ6GmkzPe6dxNUC3lGUOfgTO3sMD02d/g0sUofDF2RMFNo3NycvDdzq2YO3saOrz9Ljp07CRof5oCnpQ+eIiIpKQ8ff4OGf45ajrVwujPBuGvP36HQpG3esSlC1EYOaw/5Lm5+GLql2r3UVb3Iu74bhe0a98Rs2dMwp7vthcMkDx6+AATxwzH1SuXMHP2ApibmwvaX3lmou8CSLOWXq2xaNlaLJ7/FQI/+B/cXquPlJeJePIkHj0/6IPPRk1Qe6GskA+S0KgYSX3gEBFJQXn9/LW0tMLy1ZuxaP5sTJ04GrXr1IWpmRlu37yBxk098fX8ZXBwrC5oX0LCnb+Xh8p2MpkMs+YswNqVS7Fq2ULs3rkVVapUw907N2Fv74jFy9fDs3lLrV5feSVT5MfzCiw1NRU2NjYAgMvXHwle+kTX0tPT8NP+PXj44B5q1bSHt38HNGgobOhc3T+Y0rQrz2QywM3ZDnceJ4H/Osoe+1dc7F9xlaZ/y/Pnr0KhwJnTf+Js+BnkynPRqLEnOnXpLmjtPGWvV1n/atMvMdeicfzYr0hLTUHtOq547/2PYOeIOVUAACAASURBVGFpqfXrkoq0tFR4utcCAKSkpMBaw5I0DH2QTujLxw91cbF/xcX+FRf7V1zsX3Gxf7WjbejjNX0SEnLqD/Tt3RVtfZqiUaNGCFr8DVJSkvVSy42/r+Gzof3whn8zdGjrhWmTxiDuifBp9kREFYG/l4egU7dC2xma2NhHmDJxFDq09cKbbZpj5LD+uHnjb0HPLe99Y4gY+iQgNzcXs6aOx6Rxn8HBwRFjxk/Bxx9/jF8O7EOfXl3wd8wVndazbct6DOz3AV6+/AcjPh+PTwYPR/TlC+jTqwuOHzui01qIiKSgPIaWY78eQt8P/odrVy9jwOARGD5yHBITX2Dgx+9jx7aNZfIzymO/6RMnckjA1k1rceL4b/hy7iK8/e7/YGQkg5uzHd54uwemTByNqRNHY8eeA7C1rSR6LX/9cRwb165A/0HDMHjY5wULXfbs1QcL583C3NlT4fZafbi9Vl/0WoiIDJ2QSRpSDDa3bl7HvDnT0O7Njpg8/StYW+ddIvX+B4HYtG4F1q8KgptbfQS8/qbGfam6Zk/TGn6kPY70GbgH9+9hx7aNGDjkU7zTqWuRWbo1ajrhm8Ur8M8/Sdi6eZ3otWSkp2PZ4rlo8/obGP7Z2CIrm9vY2GLGl/NRo4YTli78GrxUlIgoj7q1+KQYbBQKBRbP/wrOtWpj+pffFAQ+ADA1NcWnoybAt01bLF34NTIzMlTuR+jNAaTSL1LA0GfgDv3yA6ytbdBvwFCl22vWdEbvPv1w6OcflC7eXJbOhPyJZ/HxGDV2stIlYswtLDB85FhciDqHB/fviVoLEZEUqQo3Ugo2d+/cQvSlCxgxcpzSte9kMhlGj5uM+LgnCA8LUbsvVa/bT4Kjn1JgsKFv27ZtaNKkCcaNG1di28mTJxEYGAgvLy+0aNEC/fr1Q0RERJE2cXFxGDt2LLy9veHp6YnAwEBcuHBBV+WXmYiwM/D1b6t2Ucm27TogJTkZ165cFr2WOq5uqF2nrso2Pn4BMDE1QUS4+n/oREQVSWluMWaoIsJCYGZuBh9f1fd7r+v6GmrVrq3VsSC/P5ycnAoek1IYlgKDC31JSUkYMWIEtmzZojToHD9+HJ999hlat26N/fv3Y+fOnTAzM8PgwYNx8+ZNAEBWVhYGDhyIhw8fYsuWLdi3bx9cXV0xaNAgPHz4UNcvqdSeP0/Azesx8PELUNuuoUdj2FaujPCw06LWczb8jMabZ1tZWaNZi1YIDxW3FiIiqSl8mleKp3XzRYSFoEVLb5hbWKht5+MbgIhQzaGv8Ov3k3C/SIHBhb5Dhw4hLS0NBw4cQOXKlUtsP3z4MPz9/TF27Fi4urqicePGmDdvHrKzs3Hq1CkAwJEjR3Dnzh0sXrwYnp6ecHd3x1dffYVKlSph06ZNun5JpfYk9jEAoF59d7XtjI2NUa9eAzx+JF6gzc7OxtP4ONSr10Bj2/oNGuLJ40ei1UJEJHUJCU8BSDPYPH78EPXqN9TYrn6DhngS+xhyuVxj2/x+SHj29JXrI9UMbvZuu3bt0KdPHxgbGyvdHhQUVOKx/OvLTEzyXs7p06dRp04duLm5FbQxMTGBv79/QTCUgqzMvAtgzc3V/zWV18YcmZmZotWSmV+Lhr/s8mvJUHPxLhFRRRUaFYMGdaoB+C/4SU1GRoawY8G/bbIyMwXdFSO/P+Lj43HzwXMuziwCgxvpc3FxURn4lImLi8PcuXPh7OyMbt26AQDu3r0LFxeXEm3r1KmDJ0+eID09vczqFZOZWd7p7fzApU5mVhbMzMxEqyU/eAoJlpmZmbyxNRGREv5eHrC3dwSAgv9Kjbm5hdpZufny25gJPB7k90f16tU5kUMkBjfSJ9Qff/yBMWPGIDMzE23atMHu3btRpUoVAHm3VatVq1aJ5+Tfai05ORmWKv7qkMnyvgxBTScnQAbcu3sb9Rv8d4o3v778/8rlcty9fRNNPZuJVruZmSnsHRxw7+5tjT/j7u2bqOHkZDD9qK3i/Utli/0rLvavuF65f/99nr1DXsDxb+WBMImd4nVycsbdu7c0Hwvu3IJjjRowNtY8vuTn5QHI/usXgO9hIbTtI8mGPh8fHxw4cACPHj3Chg0bEBgYiODg4CKzfkrD1clO473rdMXN2Q5NGjfC39HnMHxQYIntrk52AIDo6Ggkv0xCz26d4OZsJ1o9Hd9qj0tRYWp/RkZGBqIvRWHKlCmi1qIL+f1L4mD/iov9K67S9K+TkxOMjfKO0rGxsQXHqwDvRoiNlc5tLLt06oilS5eiloOV2jNMl86H452OHTQeC5T1i7GRTHL9og+pqaaaGxUi2dBnZWUFNzc3uLm5wdvbG+3bt8fGjRsxe/Zs2NraIjU1tcRzkpOTIZPJUKmS6jtX3I1NgpVVtpila8WzpS+OHv4ZI+49K1gMWSbL+8C5G5t3Q+rd+36GmbklqtashzuPk0SrpWFTb+ze8z1CzkbDybnk6XMg7/7AaekZeM2jpai1iKl4/1LZYv+Ki/0rrtL2b+HTlWFRMbjzOAkh564VPC6lz8vXPFoiJTUNew8chX+b15W2efTwAf6+fgP9Bn2q8bXlyvM6MiwqBndjkxAbG4vqNWoCAKrXqCm5kVBdSksrmXXUMbhr+tSRy+U4fvw4YmKKvgEsLS3h4uKC27dvAwDc3Nxw//79Es+/d+8enJ2dYaHmAlSFwrC+OnXpjsTEROzeua3I4/m1Pnv6FHt2bce7XbrBxMRU1Fr8A9qhatVqWLtqmdLtWVnZWL9mORo38URd13p677tX+TLE90J5+mL/sn+l/FWa/sW/X6GRMUof92vpoffXJfTrtXruaOjRGOtXL0dWVnaJ7XK5AqtXLEE1ewf4+LVVuy+/lh4FfVC4f8OiYko8zi/lX9qQVOgzMjLCggULsGzZsiKPZ2Rk4P79+3B0zLsW4I033sDDhw9x69atgjZZWVk4ffo03nxT830ADclr9Rrgo76fYNP6lQg59UeRbYmJLzBz6nhYWFhg2IgxotdibW2DMeOn4sSxo9i5fXORafiZGRlY9M1s3L93BxMnz1J6xw4ioopI6C3GpLJYs0wmw8QpX+LO7RtYunBOkQl+ubm52P7tBvx18neMnTAVVlaqL5cSulahVPpFCgzu9G5SUhKys/NOr+bm5iIzMxPPnj0DANja2mLkyJGYMmUKli1bhu7duyMrKwtr165FcnIyAgPzrnt7++234eHhgUmTJmH27NmwsbHBmjVrkJ2djSFDhujttZXWiJHjcP/eHUwa9xnad3wHbdq+AWSnYPmKVYBMhsXL1qKynW6u3+n4bhfcuB6DtSuX4q8/j6N7jw+QmZmJPd9tQ3zcE0ye9hXcPRrrpBYiIkMnJNiERsVILtg0atwUE6fMwtKFX+N81Fl8FDgAZmZmOPDj97h2JRr9Bw1Dh46dBO1LSL/4e3lIck1DQ2NwoW/UqFE4e/ZswfdxcXE4ceIEAGD+/Pno2bMnAGD79u3YunUrrK2t4e7ujh07dsDLywtA3pp8mzdvxvz58zF48GBkZWWhRYsWCA4ORo0aNXT/ol6RqakpFgetw+9HD2PtqqU4efw3WJibocPbXTBy9Bew+3fWsq6MHDMRbV5/A8sWzcU3c2ZAZmSEVt4+WLJ8A+rUddVpLUREUlAeA0v393qjWXMvLF00F0sXfg2FQoH67h5Yv2UXPJu3LJOfIcVAbMhkCoW2Z4TLn9TU1ILlXC5ff6R2ONoQZGVmwN3VEfeevNT6fH5Zy87OhkwmK1gYuzyQyfJmTt95zAvhxcD+FRf7V1zsX+VycnKgUCgKJhyWFvtXO2lpqfB0z1uiLiUlRePqI+XnSF2BmFtYwMhIv5djKhQK/PXH77h25TKMTUzg4xeA5i1a6bUmIiJDJPTUpFRPYZ6POotzEaHIzc1F4ybN8PobHXhdt4Fi6COtPbh/D4vmz8b5cxGo6eSMrOwsbN+yAe907orR46egSpWq+i6RiMggCD01KcVTmC9ePMfyJd/g+G9HUM3BAWamZti5bTO8Wvti8rSvUMultr5LpGIkNXuX9O95wjOMHNYP8XGxCFq9GT8cPI6fj/yJabPmIvTMKUwcMxxZWVn6LpOIyCDkj9ypC3VSDHyZmZkYP2oYzkWEYvrsb/DLr3/hh4PHsXTlBsQ+foTPhvXDixfP9V0mFcPQR1pZ8u/Fuus374KPXxsAeUvp/K/7+1i+ehNu3vgbO7Zu1HOVRESGR1O4k9Kp3W1b1uHO7RtYsWYLunR9r+B0rl+b17F+807kZGcjaPFcPVdJxTH0kWA3/r6Gv07+jtHjpqCavUOJ7R6NmuKjwE+wc/smpKQk66FCIiLDo24tPimO8iUnv8R3wd+ib//BaNCwUYntDo7V8fnYSThx7Chu3byuhwpJFYY+Eizk9J+wtrHBm2+9o7JNt/d6IyszC+cjz6psQ0RU0SgbxRO6OLGhiTwbhuysbHR77wOVbTq+0wUWlpYIPfOXDisjTRj6SLCIsBC0au2ndkp+LZfacHZxQXjYaR1WRkQkHcVH96QU+AAgPDQEdeq6omZNZ5VtTE1N4eXtg4jQEB1WRpow9JEgcrkcV69cQkuv1hrberXywZXLF3VQFRGRdBQOdw3qVNNjJa/mSvRFtGgl7FgQffkCuByw4WDoI0EyMtIhz5XDzk7z3T8qVbZDamqqDqoiIpKW0KgYJCQ8LfK91KSkJAs+FuRk5xTcWpX0j6GPBMmfmSXoLzaFggtzEhGVUzII+3zPP17weGA4GPpIEAsLS5iYmuBFouZ1l168eAEbG1sdVEVEJC3+Xh6wt3eEvb1jwfdSY1upEl48T9DYLvHFc5hbmL/yrdmo7DD0kSAymQxNm7VE1Llwte0UCgWizoWjWRndbJuIqLyQ6mzd4po190JUZITGducjI+DZjMcCQ8LQR4L5+gUg6lyE2jtu3L93F/FxT+DjF6DDyoiIpKN44JPaaJ+PXwAeP3yIRw8fqGyTmZGB81FneSwwMAx9JFibtm8gIz0dRw79pLLND3t3wcraGi28vHVYGRGRYcsPdoUDn7pFmw1Zy1atYWFpif17d6lsc/jgT8jKzEKbtm/qsDLShKGPBHN7rT46/a871q1ahtjYRyW2n486ix/378HAIZ/C0tJKDxUSERkedYFOiqd5ra1tMGDICOz/ficuXYgqsf3RwwdYvyYIXbr1RJ26rnqokFRh6COtjJ0wFTa2lTBswEf4/ehhKBQKZGdnY+f2zZgwejhaeHnjw8BP9F0mEZHB0RTwpDTaF/jxIHg2a4lxo4biu+BvkZ2dDYVCgaNHfsHwQX1Q2c4Oo8dP1neZVIxMwVUTkZqaChsbGwDA5euPYGVlreeK1JPJADdnO9x5nAR9/PYSnj3F8qXf4OTvv8HK2ho5OdnIzs7BBx99jKEjRsHa2kb3RZUhffdvecf+FRf7V1za9q+y07qv0s6QpKQkY9O6ldi/9zuYmZnC2NgEaamp6PD2uxgzfirsHRy13iffv9pJS0uFp3stAEBKSgqsrdXnFxNdFEXli72DI+YuWI7zH5xFzNVomJiawquVD+rVd9d3aUREBkVoiJNS2MtnY2OLcV9MR9cevRB5Lhy5OTlo3LQZmrdope/SSAWGPiq1Zs29ULt2XRibmAhanZ2IiMqfevXd+Ue/RDD0kdYUCgVO/XkCy5d8g/i4JwCABg0bYeKUWWjStJmeqyMiMhzl+fQuSQ8ncpBWFAoFvpkzA1MnjoJbvfpYuGwN5sxfCoVCgeED+2D3zq36LpGIyOBIaZIGlV8c6SOt/PzTXhz+5UdMnfk1/tf9/YJ7Kr7R/m2sXbUUq1csQaPGnmjWwkvPlRIR6V9oVExB4PP38lA6ksdASLrCkT4SLPnlP1i3ahn+1/19dO3Rq8hNtE1MTDBy9EQ0atIUSxbOgVwu12OlRESGQ90p2/JyazaSBoY+Euz0qT+Q/PIlhn06Wul2Y2NjDBk2Crdv3sCtm9d1XB0RkeFTNarHwEe6wNBHgkWEhcDdo7HatZdaeHnDwtIS4WGndVgZEZFhU3bLNU7eIF1j6CNBFAoFzkWEwsevjdp2ZmZm8PL2wbmIMB1VRkQkDVK91y6VHwx9JEh2djaSEhNRu47m+yjWruOKp/FPdFAVEZE0JSQ8BcBRPtIthj4SJCsrE0DeSJ4mpqamyMrMErskIiLJCY2KKQh8RLrG0EeCmJtbAAAyMzI0ts3IyICFhYXYJRERSY6/lwfs7bW/Jy1RWWDoI0FMTU3hVMsFf8dc1dj2esxVQaeBiYgqqvzgx2v7SJcY+kgwH782GmflJie/xJXoi/DxC9BRVURE0lB4ti4ndZA+MPSRYD6+AXj88KHaNfhCQ/5Cbk6uxlm+REQVibJgx0kcpGsMfSSYr39bOLu4YPnS+UrvuJGSkowNa5bDL+B1ONeqrYcKiYgMm6qgx9E+0gWGPhLMzMwMk6bOxoXIs1iycA7S09MKtj1/noCZU8YhOfklxk2crscqiYgMi7pFmHmal3TJpCx3lpWVJWhJD5Iubx9/TJg8EyuDFiD8zGm807krsrKycPDAfhgbG2PO/GWo5cJRPiIiQFiQC42KYeAjnXilkT65XI69e/eiX79+8PLyQvPmzQu2TZgwAU+fci2i8qjnB32w8/uDaNCwEY4cOoA/T/6Ot97uhD0//Ao//7b6Lo+IyODw+j0yBKUe6cvIyMDQoUMRGRkJIO82XTKZDACQmpqKw4cP4/z589i7dy8cHBzKployGLVcamPBklX6LoOIyKAJDXsMhaQLpR7pW7duHc6dOwcAaNasGUxNTQu2paWlwdzcHHFxcVi7du2rV0kGJzMzE7t2bMGMKWMxa9oEHD74k9LJHUTljdDTcDxdR0De+4DvGTIUpQ59R44cgUwmw8qVK7Fnzx5YW1sXbHNwcMCOHTugUCjw119/lUmhZDguXYhCv4+6Yf2aIPzzzz+IexKLebOn4dMhH+Phg/v6Lo9INPkHZU0HZ6HtqOIQ+p4hElOpQ19cXBzMzc3RsWNHpdubNWsGS0tLXtdXzjy4fw8TxgyHnV1V7Nh9AKvWbcXGrbuxav1WvHiRgPGjhyI5+aW+yyQShban4HjKjoS8Bxj4SFdKHfqsra2RmZmpMtRdvXoV6enpRUYASdoUCgUWzJ2JqtWqIWj1Jri61SvY5uXti6BVm5H44gU2rl2hxyqJxJV/EFd1oFa3PAdVbJrCHd8zJLZSh77mzZtDoVBg2LBhOHDgAHJycgAAp06dwsaNGzF8+HDIZDI0bdq0zIol/bp0MQoXz0di3MTpsLa2KbG9lkttDBg8Aj/u34OkxEQ9VEikW8UP4hyxIWXUrcXHPxJIl0od+gYPHgwjIyNcv34dU6dORWpqKgBg+PDhCAoKQkJCAmQyGYYOHVpmxZJ+hZ05BbsqVdTeV/fdzt2gkMtxLiJUh5UR6ZayA3ThgzkP4FScpvcMkS6UOvR5e3tjwYIFsLKygkKhKPFlZWWFefPmwcfHpyzrJT0KDw1Ba982MDJS/baxd3DEa/UbICI8RIeVEemeqtO8DHykCd8zpC+vdEeObt26oV27djhx4gRu3LiB1NRU2NjYwN3dHR06dICtrW1Z1Ul6lpubi1s3/kaPnr01tm3W3AsXL0TqoCoiw9CgTjXY2zvquwwycIXvvJH/nmHgI1165duwVa5cGT179iyLWsiAZWSkQ6FQwMa2ksa21jY2SE9L09iOSOpCo2LQoE41AEBCwlPcuP9czxWRoSv8niHStVe6DVtmZiaWL1+ONWvWFHl84MCBmDt3Ll6+5NId5YWJcd7fB3J5rsa28lw5jIxf6a1FJBn5I3wc6SMiQ1fqI3N6ejo++ugjbNiwAXFxcUW2JSYmYteuXQgMDCyY4EHSZmZuDnMLCzyNj9PY9unTONjZVdFBVUT6xdm7pC1/Lw/Y2zsW/JHA9wzpUqlD35YtWxATEwOFQgFLS8si26pXrw6FQoHbt29jw4YNpdr/tm3b0KRJE4wbN67EtsjISPTv3x+tW7eGn58fhg4dipiY/66LiIiIgLu7u9KvLVu2lKqeik4mk6Flq9Y4q2FWrlwuR+TZMLRo6a2jyoj0o/DBuvBpXR7ESRXO8CZ9K3Xo+/nnnyGTyTBz5kxMmzatyLYNGzZg1qxZUCgU+O2337Tab1JSEkaMGIEtW7bA3Ny8xPaLFy9iwIABqFmzJnbt2oWNGzciPT0dAwYMwLNnz4q03bdvH0JCQop8BQYGav9iCQDg4xeASxcikZamevT25vUYJL54AV//tjqsjEh/8g/ePIiTUMXfK/xDgXSl1KHvyZMnMDc3R9++fZVuDwwMhJmZGWJjY7Xa76FDh5CWloYDBw6gcuXKJbZv27YNNWvWxPz581G/fn00bdoUc+fORVJSEo4cOVKkbdWqVeHg4FDkq/ioJAkX8PqbUCgU2P/9LpVtdu3YgqrVqqFps5Y6rIxIt3gfVdKWskWY1S3aTCSGV74Nm6pQd/fuXWRlZcHKykqr/bZr1w5bt25FtWrKZzd988032LNnT5G14qpXrw4ASOOMUVE5OdVC7z798e2mNfg75kqJ7b//dgTHj/2KT0dNgKmpqR4qJBKfulN0PIiTMureCxwhJl0qdejz9PSEQqHAwIEDsX//fly7dg0PHjxAdHQ0du3ahcGDB0Mmk6Fx48Za7dfFxQXGxsYqt1tZWZUIhCdPngSQd2s4EtewT8fA1a0+Rgzui62b1yEx8QXi455g0TdfYvb0iej4bhd0/l8PfZdJJDpVB2sexEkVTe8Z/qFAYiv1On0DBw5ESEgIHjx4gJkzZ5bYrlAoIJPJ8Mknn7xSgZo8evQIc+bMQUBAAPz8/IpsCw4OxtmzZxEbGwtHR0f069cPvXr1UntHCZks78uQ5denjzotLMyxbvMOfLtpLb7dtAab1q8EAFhZWWP8pOl4r9dHMDIy8A7UQJ/9WxFIuX/9vDwAIfX/u82/lQfCdBwCpdy/UqBt/+a/ZzS+D/h7A8D3r7a07SeZQqFQlPaH7dq1CwsWLEB2dnaJbSYmJpgwYQIGDhxY2t2jffv2aNasGYKCgpRuv3XrFgYNGoTKlSsjODgYdnZ2AIDz589j9OjRePfdd9G1a1fIZDL89ttv2Lx5M0aPHo2RI0cW2U/+nUQAICUlBdbW1qWuuSK5f/8+rl69ClNTU7Ro0QL29vb6LomIiKjC0Da/vNIdOfr27YsOHTrgl19+wdWrV5GcnAxra2u4u7ujW7duqF279qvsXq3IyEh89tlnqFevHtatW1dk0kfLli0RElL03q+enp6Ij4/Hxo0bMXToUJiZmSnd793YJFhZlQyxhkQmA1yd7HA3Ngmlj+yv7mUqkKWwQE6uMZ4mZeNlZpL+iilDhtK/5RX7t6SM9HTcunUD8txc1HV9DZWUTGITiv0rLvavuNi/2lG3moYyr3wbtho1amDYsGGvuhutREdHY+jQoWjTpg2WLVumMsAV5+HhgYMHDyIpKQmOjspXz1coIJk3mr5qzcnJwb49wdi0fhUy0tMBANUcHDBm/BR06NgJsnIyLi+l94IUSbF/ha6zJrSdQqHAid9/xYplC/D83yWnLK2sMGT45/jgo34wMVH/Ea1sRuh/+/6vf9W1KytCf0Z5qUXo+9eQ+kVKpPj5oA/a9pHg0BcbGwtjY+OCmbLaLMXi5OSkXVVqPH/+HMOHD0ebNm2wYsUKpZM+9u3bh+vXr2PGjBlFHo+OjkalSpVUzgwmzXJycjB+1DBERUagZ6+P0OP9D5GVlYntWzZg1tQJiL50AeO+mK7vMolEERoVo9XF9poO4CuWzsfe3cF4/Y0O+GTwcJiZmePnH/di9YolCDtzGstWbdQY/DTR9eQAfy8Pla+btTDQkX4J/jRp3749qlatitDQ0ILvhYzoyGQyXLt2TXBBSUlJBdcI5ubmIjMzs2DRZVtbW6xYsQJZWVmYOHEiXrx4UeS5pqamsLOzQ9WqVbFz505kZ2cjMDAQJiYm+PXXX3H06FGMHTtW7exgUi942yacj4rA8tWb4O3jX/D4gqWrsW/PTgQtnoeWrXzQ7s239FglkfhUHcSFholTf57A3t3BGPvFNPT+qF/B4+MnzUDbdu0xbtRQ7Ni6EYOGfqZyH/khVEgtYgcObQJxRa1F0++JoZDEptWSLcXnfCgUCkFf2hg1ahQCAgIQEBCAuLg4nDhxouD7I0eOICQkBMnJyXjnnXcKHs//GjVqFACgQ4cOWL16Na5fv46PP/4YPXr0wLFjxzB79myMGDFCq3roPwnPnmL7t+sR2G9QkcCXr9eHfeEX8DpWLJ2PnJwcPVRIJD51a/EJDVk5OTlYsXQ+/AJexwcfflxiu7ePPwL7DcKOrRuQ8OypoLoMaS04ZbXoOtioWwZF16N8Qi8FIBKb4JG+Hj16FMwQyf9ejGu3goOD1W7v2bOnoP289dZbeOstjjaVpdN/nUROTg76fTJE6XaZTIaBgz/FsIF9EHM1Gk2btdBxhUS6oWkkSVOwibkajSexj/HVvCUqP0f7DRiK74K/xelTJ/He+x9pXYufHkaPVI1q6TvYqKpFHyNrqkb7OMpHuiA49C1YsEDt91T+RYSFoEnT5rCtpHpmoUfjprCtVAkRYSEMfVQh5B/EtQk2EWEhsK1UCR6Nm6psY2tbCU2aNkdE2Bm1oQ8oepo37HxMmV5Hra3ifaHPkKXu96LPWoq/Zxj4SFdKfUeOcePGYcyYMVqfviVpUigUiIqMQGvfNmrbGRsbw9vHD+fOhumoMiL9KHygblCnmtLHVTl3NgzePn4ary9u7dsGkWfDtPqc9dPzSFZh+h5VK/xz80OxPvE2faRvpQ59ISEhOHXqVLlZnoPUy8rKQmpKCpyca2lsW7NmLSQmPtdBVUT6pe7eu+okJj5HzZoC/i05OSMt58HjbwAAIABJREFUNRVZWVmCa8m/BlDXdwJRWkvCUyQkCLsmUWyFa9FnGC7cN/quhSqeUoe+Tp06IT09HSdOnCjLeshA5eTkzag2NtZ8RYCxiTFysjmRgyqG/IO3NuEmNycXRsaaP35NTU0B/PfvT6j4+Hit2otN38Gm8M/Xdy2Adu8VorJU6gWgunXrhsTERIwbNw5vvvkmmjVrBjs7O6X3te3Ro8crFUn6Z2FhCQBIS0vR2DYtNRUWlpZil0Skd/5eHrC3d0RCwlPY2zsKXovNwtISaamaV9JPTc3795b/70+o6tWrw8/LA6GR+g842vSLWAr/ngypFiJdK3Xo69cvb10phUKBY8eO4dixY0rbyWQyhr5ywNjYGK6v1cOVy5fQ/b3eatteib6IevUa6KgyIv27cf+5VtdovfZafVy9cklju+hLF+H6Wj1Ba4vm//ybD54jwLuR4FrEkF+Lvb1jkcf0NVs2X349+g5+wH/vGUOohSqOUp/eLbwGX1mu00eGy8cvAOFhp9X+ThMTX+B6zDX4+LfVYWVEuqcq5AkJfz7+bXE95hoSE1+obKNQKBARHgJfAf+Wiv/M/Dsm6WOyQPHJG4YSaIrXos++Kd4nnNRBulLqkb758+eXZR0kAb5+AdizcxsuXYxC8xatlLY5+ftRKBQK+GiY5UskZcpmpQq580I+H982UCgUOPn7UbzfO1Bpm0sXo/D82TOt/i2putuDPoKXIdSiLGRpu7xOWddSmL5qoYqrVKEvMjISd+/eRVJSEmrVqoVOnTrBxcWlrGsjA+Pl7YsGDRshaPE8bNr2PczMzIpsT3j2FJs3rEKn/3WHvYOjir0QlR/KZu8KOYjbOzji3S7dsGnDKrR7860S/16ysrIQtHgeGjRsBC9vX7X7UjV6FBYVA7+Wur+/rDLaBGKxayneRte1qHrP8DQv6YLWp3dnzZqFfv36YdOmTdi3bx+CgoLQqVMn7NmzR4z6yIAYGxtj2syvce/ubUyfPAbPnv43Q/DWzeuYMGYETExNMXLMF3qskkhcQkdmNLX7fOwkmJqaYsKY4bh183rB48+exmP65DG4d/c2ps6Yo/Z6Pk0/Q5d3xNC0Jp++1+lT9ZguR9o09QFH/UhsWoW+I0eOYO/evSWu2cvJycHXX3+Ny5cvi1UnGYgGDRth7oLluHblMvr06oJZ0yZgysRRGNC3J7IyM7AkaB2qVq2meUdEEiRksWGhgaJq1WpYErQOWZmZGNC3J6ZMHIUvp09En15dcO3KZcxdsBzuHo0F1SUkUOkqUKirRVchVMidLnQVQoW8Vo7wka5oFfr2798PAKhRowa+/PJLbNiwAePHj0flypUhl8uxc+dOUYokw9K2XXvs+eEIuvfsjYRnT5GamoLhn43Fjj0/Cz5IEUlR4ev3yqKdu0dj7NjzM0aMHIfU1BQ8jY9D9569sefHX9G2XXutairtdtIN/p7IEMgUWkyv9fHxwcuXL/H999/D09Oz4PE///wTI0aMQN26dXH06FFRChVTamoqbGxsAACXrz+ClZW1nitSTyYD3JztcOdxEjg5uuyxf8XF/hUX+1dc7F9xsX+1k5aWCk/3vLv7pKSkwNpafX7RaiJHcnIyLCwsigQ+APD19S3YThVDYuILbN6wCteuRMPExBg+vgHoN2AozC0s9F0akaiEXnAvtF1mRgaCt29GRNhp5OTkolGTphgyfBSqVKlaFuVqRS6X4+DP+3H08C9IS0tF7Tp1MXjYKNR1ddN5LQAQEXYGu3d+ixcvnsPe3gF9+w/WOLEFEHZ6V5t2QN51y99uWovHjx7A0b4K3ny7Kzp16aHxVqTa/AxO5iCxaXV6Vy6Xw0LJQT3/MblcXjZVkUE7fuwIPurZCcd/O4IG7h5wrlUbO7ZtRGDvrrhy+aK+yyMSTeEZqGXR7srliwjs3RU7tm6Ac63aaODugePHfs3793XsSNkULVB83BMMHxyIhXO/hI2tLRo38cTfMVfRv093fLtprU7XXM1IT8fMqeMw7vMhSE1LRdNmLfDy5T8YNWIg5syaLOhexGVFoVBg47oVGNC3J27fuo4mTZvB2toac2dPw8hh/QvudayJ0PcMkZhKvU4fVUxXoi9hzqzJaNuuAyZOmVUwGjFo6Eh8/eVkTBr/GXbsPsAlW6hcErL0iJDJHkDeEkeTJ4yEk3MtBK3ahNp16gIARnw+DksWzMGcWZNRo6YzmjRtVrYvQons7GxM/WIUXjx/jjWbdqBFS28AQGZmJrZuXovN61fBwcERXXv0Er0WAFiy8GuEnPoDs75eiHc6dYVMJoNcLseRgz9h0fzZsLKyxsQps1Q+X8gyKEJD1g97v8O2zesxePjn6D9wGMzMTOHmbIe9P/2K2TMnY/rksVizcQdMTJQfToUs48PAR7qi9ZItOTk5iIyMxLlz54p8adpG0peTk4OF82ahfoOGmD13cZHTT7Xr1MWioHUwMjLCimVcuJvKL6Gn3zS1W7FsPmQyGRYFrSsIfABQpUpVzJ67GPUbNMTCebOQk5PzKuUK8v1323HjegwWLF1VEPgAwNzcHCNGjkOXbj2xMmghnj9PEL2WyLNhOHLwJ0yYNBPvdu5WcPrUyMgI/+v+PkaPm4If9+3G5YvnBe1PWaASGsyfxsdhzcoleL93IAYPGwlTU9OCba1a+2HeguW4cvkiDvzwvdoahM5a5qldEpvWoS8lJQX9+vVD//79i3zJZDKl2z755BMx6iY9OHc2DLdv3sC4idOLfPjlq1KlKoaMGIUTx47iaXycHiok0q3iB3GhIzbPnsbjxLGjGDJC+bV7pqamGDdxOm7fvIFzZ8PKpFZV5HI5vv9uO7r16IWGHk2Utvl8zBfIzc3FwQP7Ra0FwP/ZO++wppIujL8BQkdRkCbYGyqogEIo9rVuse3a1oK9d11dde1i733t3dVV17q2tSFNURcVbEhHEVBKEgghyfcHhg8kuXcCpMDO73l4lNyTyZtzJ5nDzJw5OHHsIJybNUfP7/sovN7nx4Go37ARThw7yNgOydE5bEHW+bOnwOVyMXbiNIXXXVu6oVvP73Hi6AHi5W9lfYYGfBRNoHLQx1Znl9berbyEBt2Hja0dmjEsN3Xo2BUcDgdhIQ80qIxC0SyKAgrS2SMACA0OBEdPDx06dlVq08ylBWxs7RAaHFhGtcy8ffMK6Wlp6Ni5m1KbqpaWaN2Gp3YtIpEIjx+FomPnbkoTJPT09NChU1c8CguGWCxmbI9p+Z0kyAoJug8vbz+Ym1sotenYuRveJychIT6u1FooFE2h0p6+3r17q0sHpQIQGhwIL29fxmy1qpaWaNrcBSHB9/HtD301qI5C0SzK9moRBRPB99G0WXNUtbRUasPhcODJ80Vo0H1g5rwyaWUiNDgQxiYmcG3pzmjn5e2HDWuXg8/PZgyCysK/Tx5BlCuCJ8+X0c6T54u9u7Yi8nkEWrRi1i1H1QDr8+dPeBUVib4/DWa0c/NoAwOuAUKC7xdbpleEsr2GdJaPoilUCvoCAuherf8q+fn5iIuNwaAhI1htmzZzRVhokAZUUSi6QaPaVrC2Jk9eehf9Fq3b8FjtmjV3xcXzZ5Cfn680UaCsvIt+g0aNnUvU0lakRZIvQVxsDJo1d2W0LYsWI2Mj1G/QiNGuiXMzcPT08C76DWvQVzQ4T0v7CGtrG6IgKzYmGjKZDM2aMyfSmJiYol79Rnj39jVrm0WR9xka8FE0icrLu5T/Jrm5OQAAE1NTVlsTU1OIcnPVLYlC0TpB4VFISys4siMt7SPxAJ6bk0P0WTL9ctCqSKS+z1NOTg5MiT7XX7R8+S5QB7m5uTAxMWU9+05fXx/GxsaF30tsFL1PqtwjAES+MTMzQy7hd15RLRSKpqFBH4UILrdgFoBtDw0A5IvzYcClpwFR/hvIZ/hUmekz4BogX8yelSv/vBkYlEycKi+4XAOICTKExeK8L/bMM4JlwcDAgDhbWSzOI9ZSdGmXdJlXnqyWn8/+nZcnziO+R97uzir1FQqlPKFBH4UIQ0NDmFtYICkxgdU2KSkBVlY1NKCKQtEupc3etbKqgaQkgs9SYgLMLSxYl17LgpW1DZITE1iT7pKTEgEA1a2s1KilBvjZ2cj4/JnRLvVjCvLF+Sppsba2KQy2SO5TdStrAGD9zpPJZHiflAgra2tiLXI9pFoolPKCBn0UIjgcDjza8BAawpy9l5+fj/CHIfAg2K9EoVRkig7Wr+PSFT6uDI82PIQ/DGGd1QoNCURrT2/W5c6y4NHaiyj7NDQ4EPY1HeFQ00ltWuT7HNmOqQkLeQAOhwN3D9VKsqmyf65uvQawsrZGWAjz/uS3b17hU3o60R5NVTK8KRR1QIM+CjGePB9EPn+GzIwMpTbPnz0FPzubNfuOQqksyAdvVQZxT54v+NnZeP5MednCzIwMRD5/Bk8vnzJrZEKefRocdE+pjUwmQ0jwfXjyfNQagFrXsEH9ho0Q/OAuo11w0D04s2Q/A8wBOFtwLs+eDnpwl3EWNDjoHoyMjVmznxUFfKSHNlMo5QUN+ijE+LbtCCMjIxzcv0vhdZlMhv17dqCmkxOcmyo+5JVCqQyUtayWc9PmqOnkhP17lNe0Pbh/FwwNDeHTtkOpdZJgamoG37YdcfzIfuTkCBXaXP/7EpISEtC5Sw+1agGAb7r2xM3rVxAXG6Pw+ts3r3Dnnxvo3LUncZvKjkdhu0+du/ZETPRb3L19Q+H17Ows/HH8MDp06kK8BF/WsnAUSlmgQR+FGCsra4wYPQF/HD+MwHu3i12TyWQ4emgvHoUFY/qs+dDX19eSSgpFvTAt0ZEGFPr6+pgxewEehQXjyKHfSwR+gfdu44/jhzFyzERYWam2V6w0TJwyE1mZmVi1/LcSyVqxMdFYv3oZOnXpBjf3NmrX0n/gUNja2WPR/FnIzs4qdi0rMxOL5s+CU6066PvjIMZ2mA5hJp2V9eL5wqdte6xesQiJCfHFruXl5WHl0gXIzc3FuInTibQogi7zUjQJDfooKjHwZ394+7XDnOkTsHzxr3j+7F88Dg/D9EmjsHPrBvw8fBS8fdtpWyaFonaUDdakgzjPpy1+Hj4Ku7ZuxPRJo/A4PAwvnkdgxZL5mDN9Arz92hGdi1ke1HSshV8XLsfN61cxfHAf3L/7D15GPcfe3dswbFBvVK9uhTm/LtGIFiNjY6xYtQmJCXEY2LcHLl84i1dRL/DXuT/Qv083pH5MwYrVmxSWgpSjyqwZm+3831bC3MICQwZ8j0P7d+Nl5HNcvXoVQwb8gMB7/2DhkgDY2NoRtc/WZ+hsH0XdcGS0ThoEAgHMzc0BABGvEmH65TwqXYXDAerVtMS7pAxo4+5JJBJcOHcaO7dtAD87GwBg71AT02fPh6+al6I0gbb9W9mpyP4lLeGlyob9wHu3sXHtCrxPTgIAmFtYYPzkGfih90/Q01P97/Ky+Pf1y0isXbUEL55FAAD0DfQxaMgI+I8cD2MTE5W1lIXUjynYtD4At29eK3zsm249MWX6L7CyZj4dQNX7xGYnFAqwb892nDp+CFKpFPp6HDRzbYXZcxexHiRd3loqOxX5+0EbCIUCuDZ2BADw+XyYmTHHLzToAw36SotAwEdSYgL09fXhVKuOWo+V0CS64t/KCvVvSfLy8pAQHwtJfj5qOtWCmZl5qdsqq3+lUikSE+IhFPJhZ1cTltWqlVpLefDhfTI+fUqHtXUNxhk1TfD58yekfEhC0waOkHItAagvqeW/Cv1+UA1Vgz56gi6l1HxM+YDot69hoG8AC4sqWv9CplAqKoaGhqwzRppCT0+PtYasphCLxXgX/QafP6UjMzMD1a2s1VaOjg2ZTIa42HdISowHR5wNpwauMDUtfXBOoWgDGvRRVCY7Owt7dmzG2dMnCjegGxkbwX/0BAwc7M+414ZCqciQLtvS89jKTsTTx1gTsBjv3r4pfKxhY2fMnrcIzV2Y6+GW95JqYkI81q9eitDgBwAH0NfjoLpVDUydOQ8dOnVlPMaGLu9SdAmayEFRiZwcISaMHoIrl85j8vQ5+CfwMa7eCkbvfgOxZ8dmLJw3g/VkfwqloqLqgEwH8NLx4P4djB/1M4yNjbH38B+4GxKBPQdOgMPhYOyIQXgYynxgspyynNMnJz4uFv4/90VcbAzWbNyBeyERCAoKQmPnZljwy3ScPHaQ8fkkSRo0gYOiKWjQR1GJnVs3IDEhHrv3H8eAwcNhbGKCqpaWmDL9F6xcswX3bt/EhfOntS2TQlE7ygZqOoCXjYzPn7F00Vx4+7XD7v0n0LSZC7hcLpq7tsTeQ6fQuo0XFi+YXeI4l6KochYfU2AukUiwaP4sWFlZ4/DJ8/Bt2wFcLhd16tTB2o07MHjoSGzfsg5v37wiem9l0UKhlAc06KMQk5gQjz9Pn8DocZPRoGHjEtfbtu+E7t/+gJ3bNiIvL08LCikU9cMUUNBl3bJz+OAeyKRSzFu4vMR5nwYGBpi/aCVycnJw7PA+xnZIlt/Z7tHN61fwKuoFFiwOgLm5RYnrYyZMhZNTbezYsq7MWigUTUCDPgoxgff+gYGBPvr0G6jUZsDg4cjKyEDE03ANKqNQNAtbsEADvtIhk8lw958b6Nr9O1SvbqXQpoaNLTp36YF7d24Rt1s0sFIlyLp7+yaaubZAc9eWCq9zuVz06/8zHoYFQyDgM7alaJmX/pFA0TQ06KMQExociFZurRnP62rQsDGsrK0REhSoQWUUivaQD9x0xqbsJMTH4X1yEmvtbk+eD2LfRSPlw3tGO6ZZWbYgKz8/H4/CguHF82PR4gtJvgThD0MZ7YqiqhYKpbygQR+FCJlMhqdPHsGjDY/RjsPhoLWnN548DtOQMgpFOxQdqBvVtlL4OEU1njwOA0dPD24ezOXe2nh6f7F/yNqmosCP5B5Fv3kFfnZ24Wspw9GpFuxrOpZaC4WiSWjQRyFClJsLUa4INWxsWW2trGogKytTA6ooFO3CVHuXojpZmZkwt7BgPSDfokpVGBoZqvQ9k5b2EWlpH4ntMzMzAADWNjasttbWNZBNqCUoPKqYFtpnKJqEBn0UIiRSCQBAT0+fxRLQ09eDVCJVtyQKRSdQJZCgMCOVSqHHcOZdUfT09CGVSIhsSxNYSaQF32F6HPZhUl9fHxJCLRSKNqFBH4UIExNTcDgcor9ms7OzYMpSCoZCqQx4uzvD2tqm2O+U0mNqagaBgI/8/HxGu7y8PIhyc4lLZsrvU9F7xYbZl7aZjoaRk5WVSfyd93WfoVA0CQ36KETo6emhsXNTPCXYt/L08SM0cW6uAVUUim7wOi5d2xIqBc5NmyNfnI+Xkc8Z7SKehkMmk8G5mQtrm4oCcZLgvH7DRjDgGuDp40eMdpkZGYiJfoumTVXTIu8z9A8FiiahQR+FGE+eL8LCghmXMVI+vEfsu2h48nw0qIxC0TxfJwWQVF6gMOPczAUWVaogJOg+o11o8ANYWVsrPC9UGUHhUSolUpiZmcOlhRtCQ5hPIggLDYJMJkMbL/LvvK+Xm2mfoWgKGvRRiPH2aYesjAwEBd5VanP18l/QN9BHG08a9FEqL2yDNB3ES4e+vj48vXxw7e+LEIvFCm1Eubm4ef0KPHl+jDVvAcXZuqrs7+N5++FhaBA+pnxQanP10jnUb9iINclNUZ+gSRwUTUODPgoxzV1bwqMND5vWrVS4zyUuNgaH9u/GjwOGoErVqlpQSKFoFpq9W/4MHTEW75OTcGjfLoXX9+7ehvT0VAz1H8PYDkngzWbzQ5+fYG5ugbWrliisKX7j2hWEBAVi5JiJxK+jrM/QPxQomoAGfRRiOBwO5i5YguzsLEwe549XUS8Krz24fwfTJo6EnZ09Ro2dpEWVFIp6YTvrjQ7iZaNBw8bwHzUBB/buxI4t65CTIwQACAR8bN6wCscO78OY8VNRq3YdovYU3SfSZV4LiyqYu2AZHty7g4XzpiMttSBTOz8/H6eOH8bKpfPRuUt3tOvwTam1FIX2GYq6MdC2AErFwqGmEzZt34eAZQswYuhPaNqsOUQiEd6+foXWnjz8smApcUYdhVLRUHVQ9nZ3prN/pcB/1Hjo6enh4L6duHLpPBydaiM+LgY5OTmYMGUmBg8dyfh8kkOYg8KjiO6nb9sOWLJyPTauXY4BfXugQcNGyM78hNjYePTq1x+Tps5mXGYmeQ1SLRRKWeHIFM1Z/8cQCAQwNzcHAES8StT5oIXDAerVtMS7pAxo6+6JxWJcOHcaUZHPC/bh8HzQoVNX1j02FQFd8G9lpqL7lzSQ01bAV9H9W5TEhHicPXMCn9LTYG1tg779B8Hevibr80grb6hSoSM7KxOnThxBUmI8nBxqgNeuG5wJMnblr6PLfUaXqEz9VxMIhQK4NnYEAPD5fJixHB2ks0HfwYMHsW7dOnzzzTfYuHFjsWuPHj3Cli1b8PLlS+jr66N58+aYMWMGnJ3//5dSVlYWVq9ejX/++Qd8Ph8NGjTAlClT0KFDhxKvRYM+SlGof9UL9a96of5VL9S/6oX6VzVUDfp0bk9fRkYGxo0bh3379sHIyKjE9adPn2L48OGwt7fHsWPHsGfPHuTk5GD48OFITU0ttJs8eTJCQ0OxadMmnD9/Hm3btsXEiRMRHh6uybdTaXkX/QbTJ41C1w6e6NHZG0sWzkF6Wir7EylK8XZ3Jt58TpeCtIMqvqf3qWxIJBKcO3MSP/bqgs5tPdC/TzdcPH8GUil7tR91fJaCAu9i2KA+6Ny2Ndzd3fH7rq0QiUREz6VQdAWdC/ouXboEoVCI8+fPo6qCDNCDBw/C3t4eAQEBaNiwIVxcXLB8+XJkZGTgypUrAICHDx8iJCQEixcvhqenJ+rXr4/p06fDxcUFO3bs0PRbqnQcP7Ifwwb1RnJyIgYPHYne/QYgJOg+BvTtgbu3b2pbXqWGBhG6AT2yRb1kfP6McSMHYW3AEjRr3gL+o8ajUWNnBCxbiAmjhxBVyQDK5z7k5+dj0fxZmDV1HKpUrYrhI8eiW7duOHxgD37u/x1iY6LL/BoUiqbQuaCvXbt2OHDgAKysrBReX7lyJU6ePAk9vf9Lt7UtOB9JKCzI8goMDISxsTG8vLyKPdfPzw8hISHIy8tTk/rKT1DgXWzbtBY/DhiCIycvYKj/GIweNwWnzv4NN/c2WLxgNuJiY7Qts0KiStbnf33fj7YgyfpkOp6Dwo5MJsPSRb8gMSEeu/Ydw+LlazF46EgsC9iIrbsO4F30G6xYMl/hESpySPfPkdju27MNt25cxcKlq7Blx378PGwUVqxYgSMn/4KBARfzZk1Gbk6Oam+SQtESOhf0OTk5QV9fX+l1U1PTEgHhP//8AwBo2bIlACAmJgb29vYwMCienFy7dm3k5+cjPj6+nFX/NxDl5mLdqqXw8vbF5GlzYGhoWHitStWqWLxiLaxr1MD61cu0qLJyUNrSURT1QxrI0YCvdNy6cRUhD+5jweIAuLZ0K3bNvbUX5i5Yinu3byLw3m2i9sryWYqNicbRQ3sxYvREdO/5Q7FEtTp16yFg7RYkJSXg6OF9RO1RKNpG54I+VUlMTMTSpUvh6+sLHo8HQPlmRnmyRnZ2ttL2OJyK8aMNrcFB9/DhQzKmzJgLPT1OieumpqYYN3EaHj0MRmJCnNZ9VNH8y+EAwY+jAA6Arx739nAufDz4cZTW/VNR/Vtu+r/8eHs4K7xP2r5HFdm/5/88BQ9PHnzbtld4vWPnrnBt2QrnzpxgbKfoZ+nr+0T6Wbp4/gwsLathyPBRCv1bt1599OrbH+f/PAmZTKp131WWn4rcf7XlL1Iq9Dl9b9++xYgRI2BjY4P169eXS5t1HSxZs190hboOlhp9vV3PH6FRwwbo5Oeu1GbQj99jxeJ5ePfyMdrxWmhQXfmjaf/KSfnwHg4ODvBt3RTJyckAAH29gk+2/PfKgLb8Wx7I7xGAwvvk4OBQeJ/q1dT+e6uI/uXz+Xjx7AmWLFnC6MM+vb7D2rVrUdPaRGHCn5yi90nenvw+kXyWnoYHo1vXb9Ckrk2Ja3L/DvyxF86dPg5R1ns0a9aMtU0KGRWx/2oDgYCrkn2FDfoePXqECRMmoEGDBti5c2expA8LCwskJSWVeI58hq9KlSpK241JzoCpqeKaj7oCh1PwgYhJ1mxK+7Xrt+DXviPeJWUw2jVt3hIXr1xHuy69NaSsfNGWf4sikRa8sK2dfbHH2XxfEdAF/5YHgQ8jwfuyTPguKaPwngWHR2n1PlVk/96/+w9EeWLUd3Zn9GF9ZzcIhDk4d+km2ngx1/ku7WfpY8oHRL18hUHDxhSz/dq/1jUbgWtohDPnr8DEkv0MQQozFbn/agOhUKCSfYVc3n327BlGjx6NNm3a4ODBgyWyfOvVq4f379+XKNgdGxsLLpeLWrVqKW1bJqsYP5rWmpcnxof3yWjUyJnVtmFjZyTGx2ndRxXJv1//BD2KAmQoKPskA/DlMW37pbL4t7zvU8NaVjp1jyqqf+PjYmFiYoqajrUY7erVbwQ9PT0kxMcT36OinyeS+5QQHwfIgEaNmzH6l8s1RN16DYi00B+yn4raf7XpL1IqXNCXnp6OsWPHwsfHB5s3by6WTCCnffv2EIlECAoKKvb4rVu34OfnBy5XtelQCiAS5QIAjIyNWW2NjIyQm5urbkmVHnkiQFraR5oUoMOkpX0s9i+l9OTl5cGY4DuGw+HAyMgYublkWbNB4VGF94f0syQ/g49Ej7GxCbEWCkWb6FzQl5GRgdTUVKSmpkIikUAkEhX+npubi82bNyMvLw+zZs3Cp0+fCq+lpqYiI6NgCr5Fixbo0KEDlixZgtDQUCQkJCAgIADR0dGYNGmSlt9hxcTIqOCLj+S4G7FYzLjPhkJG0QxDmrmru1hb2xT7l1J6uFwu8ZFaYnFe4fcSG6X5LMkXTslHAAAgAElEQVQnFEgOYM7LExFroVC0ic7t6Zs8eTLCwsIKf//w4QNu3boFAAgICEBgYCCys7PRtWvXEs9t06YNjhw5AgBYv3491qxZg2nTpoHP58PZ2Rn79u2jG21LCZfLRXUrK8S+e8tqGxsTDRtbe1Y7inLkAxMNJHQb+X16HZdeWN2BzsqWHls7ewj4fHxM+QAbWzuldokJ8cgX55fYp8dE0c8SyX2ytStIAImNiYajk/ItQfn5+YiPi4Unz49YC4WiLXQu6JMHbcro06cPUTtmZmZYsmQJlixZUh6yKADaePkgNOQBJkyZpdRGJBLh8aNQjBxDZ1TLg6IHNtOAQrdgOpyZ3qfS0bqNNzgcDsJCHuDbH/oqtQsJug99A320cm/N2ubXhzCTzvTVdHSCfU1HhAYHwrdtB6V2LyOfIzsrC148X6J2KRRtonPLuxTdxZPnizevXiLlw3ulNo8fhUKUK4KXN/2rt7QwDUp0mVf3kAcTNNArO1UtLdG0uQsC799htAt6cBeuLd1hZmbOaFeWzxKHw4GXty+CHtyDRCJRavcg8A4sqlRBk6bNGdujUHQBGvRRiPH2bYeqlpbYtX2jwuv5+fnYvWMzGjVpivoNGmlYXeVAWQkvGlDoFspKeKk6m0QpSY9ve+P+nVt4HvFU4fXH4WEIeXAfPb7tRdymss8S233q3rMX3icl4sK50wqvp35MwemTR9Gtx/clKkBRKLoIDfooxFhYVMGkaXNw7cpFnD55FEVrX4rFYmxctwJv37zErLm/gaPqMeGUYigK8mhAoRuQ+p/ep9Lxfe8f0aRpMyxaMBtJicVLZsbHxWLJwjlwbemG7j1/YGyHqbYu6R9RzV1a4Lte/bBl4yo8efyw2LWMz5+xYO50mJiaYtRYup2FUjGgf5pQVKLHt73wKuoFNq5dgTu3b6BX75+QlyfC0cP7kBAfixmzF6C5S8WuxKEtSAvAy23p7J92Ueb/oPAoGvCVAX19fSxbtRGTxgzD4J++w6AhI9CgYWO8jHqBk8cOwtbOHssCNkBPT/mcBYn/5feJ7bM0fdaviI2JxsTRQ/HtD33h5e2D67mZWL9hE6RSKdZt2gWLKlWVPp9C0SVo0EdRCQ6HgxlzFsDHrwM2rF2GRfMLkjpcW7ph2bGzaNCwsZYVVm5oQKFdSANz0oCCohgHB0ccO30RB37fgaOH9iJfnA9DI0P8PGwUhvmPJTovFCifbRHGJibY8fsR/HX2D+zesQmXLvwJA309dO76LSZNm4Pq1a3K/BoUiqbgyGSqnudc+RAIBDA3L9gQHPEqEaamul17l8MpqCP5Lkm7ZWpkMhn4/GxwDbgwNjHRnpByRlf8W1mh/lUvlc2/+fn5EPD5MLewgL6+vla1SKVSCPjZaNbQAQkfBZXCv7pGZeu/6kYoFMC1sSOAgtrVZmbM8Qvd00cpFTKZDCFB93Hq+GGcPH4IkS+eaVtSqdCl/Vnq0JKdnYUzp45hz87NOHPqGLKzs7SqpzJA/aI5srMycf7PUzh14hDO/3kKfH428XPVcZ/09PRQpWpVWtWJUmGhQR9FZZKTEjBz6ljMnDIW5/88iRNHD2DU0J+wavlCZGdlalueyujSIF6eWm5cu4KBfXtgy8ZVuHzxHLZsXIWBfXvgxrUrGtVRmZC/X7b3TWpHUc61qxcxoEj/3bwhAAP79cStG1dZn0v7L4WiGBr0UVTi8+dPGD96CN69fYNV67fh0vVAXLkZhBlzFuDWjb8xc+o4iMVibctUGZLzvDS1N6s8zum7fOEsFv06E64t3XHmrxv468odnPnrBlq08sCiX2fi8oWzGtNSmVC1D9D9fKXjwrnTWLJgDtw82uDsxVv468odnD5/Hc2auWLh3Bn4+8oFonZo/6VQikODPopKbFyzHHkiEfYcOIG27TsBKMi269d/MDZu/R1Rkc9w/Mh+Laskh21Q1uTAoIoWJtuPKR+wbvUy9Py+D1au2VxYzsrG1g4rVm9Cz+/7YN3qZfiY8oFIC5sP/muBDdvROZr+I6Gy8f59EjauW4Ef+vyIZQEbYV2joHyarZ09AtZtRbee32NtwBKkpX5U2gbtvxSKYmjQRyHm7ZtXuHn9KiZNna2wLmZz15b4ccAQHNy3C0KhQAsKy8bXgwOPMMgqT0jO4mPTcnD/LpiZmWHqzLkKr0+dORdmZmY4uH8XkRZF0MCmgK/vE509KjsH9+6CuUUVTJ7+S4lrHA4H02fPh5GREQ7t383YDu2/FEpJaNBHIebB/TswMTVFl+7fKbXp1ac/RLm5ePwoTIPKygbbrIC2BoaiWkiDCZlMhsB7t/FNt29hbm6h0Mbc3AKdu/bEg/t3QJq8XxotlRmSI1soqiOTyRAUeAfdun+v9BQFC4sq6PRNdwQF3qX9l0JRERr0UYgJCboPj9ZejJlrTrVqFxYpr0h8PUg7ODhoSUlJLaTLugAQ8+4t0j5+hCdL8XdPni9SU1IQ8+4tsZavB8v/emDz9awsnT0qO2/fvEJ6Who8eT6Mdp48X7xPTkJCfByjHe2/FEpxaNBHIUIqleL5s6dwa+3JaMfhcODu4YmIfx9rSFn507DW/w9b1dbAoGiZl0TLs4gn4OjpoVUrD0Y7N7fW4Ojp4VnEE2ItRfXQAbM4jWrTA3rLg4inj6FvoA/Xlu6Mdu5fvoeeEXzP0P5LofwfGvRRiBCJciHJl6CaZXVWW8tq1cDn8zWgqnwpOhCkpKQgWAcGhrS0j0hL+0g8SPGzs2FqaspascDI2BhmZmbIziI7ty8oPKpQC+X/fH1faDBRNgQCPszMLWBoaMhoZ2JS0MezVTi3j/ZfCoUGfRQKhUKhUCj/CWjQRyHCyMgY+gb6+JzxidU24/PnwrJ2FYmiS6m2trbFsne1hbW1DaytbYg3n5tbWEAoFEKUm8toJ8rNhUAggEWVKkTters7F2qh/B+avVu+mJmZQ8DPRl5eHqOdUCiAKDcXFkqSlRRB+y+FQoM+CiF6enpwcW2Fxw9DGe1kMhnCH4bAtYWbhpSVP2/i0wv/r61BXNHeIxItLq6tIJNK8eTJI0a7x48fQiaVEt0nRfsKaXBTnNdx6exGFFZcW7pBki9BxNNwRjv56QAutP9SKCpBgz4KMZ48Xzx6GMJYcSMhPg7vk5NYs0d1ja8HgeTkZC0pYc4yZBus6tZrgBq2tqzZ06HBgahha4s6desTa2HKKv4v8nVgTgOKstOgYWNYWVsjNPgBo11ocCDsazrCqVZtRjvafymU4tCgj0KMj1975AiFuH71olKbc3+ehLGJCdw82mhQWdlgy5DV1uBQVAtpggCHw4Fv2w64fvUisrMVJ2lkZ2fhxt+X4OPXHhwOR21aKjOktXcpqsHhcODt2x5/X70AgUBxMlh2ViZuXr8CH992tP9SKCpCgz4KMQ0aNkbnLt2xbfNapHx4X+L6s3+f4Mypoxg+cpzSg1V1ma8Hg2AVl1bLA5IjJdi0DPMfi5ycHGxev0rh9c3rV0EoFGL4iHFEWhRBZ7UKoNm75c/wUePAz87C1o2rS1yTyWTYsHYF8vLyMNR/DGM7tP9SKCWhQR9FJWbMWQgjI2OMGTEQd2/fgEwmg0QiwemTRzFjyhg0beaKgT/7a1smMbpUl1MVLUy2NrZ2mPnLQly5eA5zZ00uDNBTPrzHvNlTcOXiOcya+5vCUnqK2tel+sS6AFtgTgOKsmFvXxMzZi/AhXNnsGDuNKR+TAEAfHifjLkzJ+HalYv45dclhTV5FUH7L4WiGANtC6BULCyrVcOOvUewfvUyzJs1BdWqV4dYLIaAz8cPfX7E+MkzGSt26CpMA0NQeBS83Z3h7e6skSCQRAsbPb/rDSMjI2xeH4Afe3VBVctqyMz4jKpVLbE0YD06d+mhMS2VCVXfr6b6TGXju179YGxsgs0bAtD3+86oalkNGZ8/wbJadSxfvREdO3cjaof2XwqlODToo6iMg4Mj1m3ahZDgQES9eAYDAwN4tOGhaTMXbUsrFaSDsrYDPlXtOnfpAU+eL65fvYRPn9JQvbo1unT/FhYW7Me0kA6I/7WBU/5+SWrv0oCvbHzTrSe8fPxw7cpFfP6cDiurGujSXXlN6aLQ/kuhKIYjI61YXYkRCASF58pFvErU+f1oHA5Qr6Yl3iVlQJt3TyaTgc/Phr6+vs77TBXKw795eXnIEQphUaUK9PS0u4siPz8f/OxsmFtYwMBAu3/nSaVS8LOz0KyhAxJThVrtv5UVXfl+KC90qf8Clc+/ugb1r2oIhQK4NnYEAPD5fJiZMY/FdE8fpVSEBAeif59u6NreE539PDDGfyDevH6pbVkqI1+2LS+7tNSP+O3Xmejg3RLdO/HQvbM3zp4+AYlEonEtOTlC7NiyDh19W6FHZ2909G2FHVvWISdHyPrc8kYikeDs6RPo3tkb3TrxUKdOHfz260ykpVasslikvlfVllISoVCA7Zv/3387+blh1/aNyM3J0bY0CqXCov0/mygVCplMhg1rluPPP47DrbUnxoyfClFuLo4d2Q//n/ti+qz56PvTIG3LLFdIB+4njx9izvQJ4HK5mDzjF9ja2iEo8B7WrVqKG9cuY9O2vaw1cctLy4f3yZg4ZijS0j5i8NCRaNykKV69jMTxI/tx68bf2L7nMOzsHcqkhRRRbi6mTRqFf5+Eo+f3feDj1xZSURbWrd+Igf16YvWG7XBzrxhH/JDu7yTJwqYoJzkpARPHDMPnz+kYMnw0GjZqgqjI5zh+ZD9uXr+KHXsOMyYiUSgUxdDlXdDlXVW4fOEsViyZjxlzFqDvT4MKz8kSi8XYvD4A58+ewq59x9HcpYVmhZUSRVl+Rf3LcyPLAsz4/Bk/9/8OtevUQ8DarahStWrhtcePQjFjyhj0+LYX5vy6hEiPstciCSYkEgnGjRqM9NRUbNl5AI5OtQqvJSbEY8p4f1jVqIFde49BX1+fUU95sCZgMa5cPIcNW/bAzcOz0L9PI+Mwd9ZkxMW+w9FTF2FZrZratZQHqpzrqI2gr6Ivj+Xn52OM/wBkZmZiy459qOn4//4bHxeLyeOHw96+Jnb8fkQrWycqun91Hepf1aDLuxS1kZ2dha2b16Jbz+/Rr//gYgejcrlcTJv1Kxo2csa6VUtRUf6WID0GhW3w/n33FuTl5WHpyvXFAj4AcPPwxKSpc3D+zz8QFfmMSJciLaSzR5cvnMWLiH+xZMW6YgEfADg61cKSFevwIuJfXL5wlkhLWYiKfIbzZ05h0tQ5cPPwLHatStWqWBqwAXl5ediza7PatZQXupT4Uxm5eP4MXkVFYsmKdcUCPgCoVbsOFi9fi4inj3H10nktKaRQKi406KMQ8+D+HWRlZGDshGkKrxsYGGDM+Cl4/TIS0W9fa1hd6VE2OPMIl1LFYjGuXbmInwYOhZV1DYU2vfsNgK2dPa5e+otYS9HAT5W9YZcunIVP2/ZwadFK4XWXFq3g07Y9Lmkg6Lt66S/Y2Nqhd78BCq9bWVnjp4FDcf3qJcbyfrqGsrP46LJu2bl88Sz82ndSulrQyq01vHz8cIUGfRSKytCgj0JMaHAgGjZuAls7e6U2bh6eMDI2QkjQfQ0qKz/kg7aDw//3u7EN4M+fPYVQIICPXzulNvr6+vDy9kVoCHNNXLbXY9OSnZWJF88j4OPXntHO27cdIl9EKC3VVl6EhgSC5+PHuIzs49cOQoEAz589VasWdSHvMzRpo+xkZmQg6sVz+LL1X592iPj3sdJSbRQKRTE06KMQ8zA0CJ5ePow2RkZGcPPwRFhIkIZUlQ9FgymeinuywkIeoKqlJRo3acZo5+Xth4S4OCQnJxLrKpoBSqIl/FEoZFIpPHm+jHaePF9IJVKEPwwh1qIq798nISEujlVL4ybNUNXSEmEhD9SmRR2wVeSgqM7DsCDIZDLWPuPl7QdJvgRPwh9qSBmFUjmgQR+FCLFYjE/p6ahTrwGrbZ269fExpWRtXl1HPlireozIx5QPqF2nHuum8tp16gMAUlNSyLWkfURaGrmelJQPMDI2hr19TUY7BwdHGBkbISXlA3HbqiIv/1anLnOf0dPTQ+069fBRjVrUhfw+NaptVex3SulI+fAeZubmqGFjy2jn6FQLBlwDhTXAKRSKcmjQRyFCJMoFABgaGrLacrlciEQidUtSC/IAKyUlBcGEA3henghcAr8YGhXYyH3JRtEAgjSYyBOJiO4RABgaGhFrKQ3ivLyC1zEi6DOGhmrVok7kfUaV4JyiGLFYTNx/udyK22coFG1Bgz4KEUZGBefLiXLZv2RFIhGMy3genbawti4o4m5ra0ucyGFkZIzcXPYDY+W+MzY2IWpXvqxrbW1DvF/MyLhAC1v2tEwmQ25uDrGW0mBoaASAsM/k5qpVizqR9xn5v5TSY2hoiFyC/iKTySASVdw+Q6FoCxr0UYjgcrmws3fA61fsM06vX0XBsVZtDagqXwqDrBqqDd6OTrURE/2WNftU7ruajk7kWooEEiSBn5NTbYjzxIiLjWG0i4t9B3GeGE5O6rtP8uNi2PqMWCzGu+g3JY7nqAjI78nruPRiv1NKh1OtOsgRCpGYEM9oF/32NaQSaYkjiSgUCjM06KMQ48nzQUgwc1auQMBHxNNweHoxb8TWNYoO1sHhUUhOTi7xuDI8eT4QCgR48fxfRjt59rOyY10UERQepdI+sZZuHuAaclmzhEOCA8E15KKVW2vitlXFyroGGjZugtBgZi0vnv8LoUAAL++K22dIHqew4+bRBgZcA9bs/9DgQBgZG6FFKw8NKaNQKgc06KMQ48nzRUJcHGLevVVqE/zgHiT5Enh5+2lQWfnBVmFBEfLs07u3byq1EeXmIiToPmv2c9HXK40WExNTtGjpgXsMWgDg/p1baNHSA8Ym6l0e8/TyQUjQfcYl3nt3bhFlP+sSiqpu0CSOsmNmZg6XFm64e0d5/5XJZLh35xZaubeBkZGRBtVRKBUfGvRRiOF5t4W9Q01s2bBK4Z6xnBwhdu/YBI82vAq17KIskCJN5NDT00PvfgNw9vRxxMfFKrQ5fHAP+PxsfNfrx1JpIa0cAgB9fxqIJ+EPlQahd2/fxJPwh+j700DGdsqD73r9CD4/G4cO7FZ4PT4uFn/+cQy9+vbXSkmtsvJ1oKfs0GYKOX36DUB4WAgC791WeP32rWt49u8T9Omn/v5LoVQ2Kt63LEVrGBkbY9bc3xAa/ABbNq4ulqGbmZGBRb/OQnpaGmb+slCLKlWDrU4q6SA+ZPho2Nk7YN7sycX208lkMly+cBYH9+3GUP+xcCLc68ikhY227TvDt20HrFw6H4/Dw4pdexwehpVL58O3bQe0bd+ZqL2y4FSrNob6j8Wh/Xtw+cLZYn8sxMXGYN7sybCzd8BQ/zFq11JekAZ0NPArHR07dwPPty2WL/kV/z4JL3Yt/GEIVi3/De06fsN6ADmFQikJR1ZRiqSqEYFAAHNzcwBAxKtEmJoyFyzWNtouSH3i6AHs3LYBdvYO6PldH4hEuTh35iQkEgkWLA5A2/adNC+qlChaSv3av2yBoZx30W8wZ8ZEfEx5jx96/wRbO3sEP7iHJ+EP0f3bH/DrbysYK1OQHMJMqiU7KxOzpo3Hs3+foHOX7mjUpClev4zEzetX0dy1JdZt2lWiRrC6kEgkCFi2AFcunkcr99bw9m0LkeAzDh46DBtbe6zZsB316jfUiJayQup/Ujt1oO3vh/IgMyMDs6aPw4uIf/FNt55o2KgJXr18gVvX/0aLVu5Ys3EHLCyqaEVbZfCvLkP9qxpCoQCujR0BAHw+H2ZmzPELDfpAg77SEPPuLbZuXI3IyOcw0NdHGy8fTJwyS6UkBV2AJOhTZqcIUW4uDh3YjSsXz0MoFKCmYy2MnzQdbcq4l680dlKpFJf++hPHjuzDp/R0VLeyws9DR6Hn9320spQaFvIAu7ZvRGJCPKpZVkGnrt9hmP9YGFWg431UqY6irTq8uvD9UB5IpVJcOH8ax4/sx+dPn2BlZY0hw0ej+7e9tLoVoLL4V1eh/lUNGvSVAhr0UYpC/ateqH/VC/WveqH+VS/Uv6qhatBnoAlRlMqHWCzGX2f/QFTkM+jrG8CT54OOnbuBw+GwPtfb3Zl4pkTdsyTq0PI84in+vnIBfH42HJ1qo//AIbCowr6UWt4zfbpGdlYmTp04gqSEODg61ICnXxc0d2lJ9NzK3mcoFApFE9BEDorKvHgeAf+f+2LjupWIj4/Fq5cvsHDuDEyZMALJyYmMz5UHLGyb3EntyoPy0iIUCrBq+UKM8R+I0JBApHx4jxNHD2BA3x64ef1KuemtiNy8fgUD+vbAiaMH8OHDe9y+fRtj/AciYNlCCIUCxueq2mfUiS72XwqFQiGFBn0UlUhKjMf0SaPA5RriwJHT+P3ASRw6fg7rt+xGYnwcZk4eA4GAr/T5qs58aGqmhGRwZtIik8mwYsl8XP/7Mmb+shAn/7yKnXuP4tTZq2jRygO/zZuJoMC7ZdZSEWf5gh/cw2/zZqJFKw+cOnsVu/YdRWBgIGbOWYAb1y5j+eJfGcvGqbJ/Tt3oav+lUCgUEmjQRyFGJpNh1YpFsKhSFVt27kejJk0Lr/F82mLT9n348OE99u7extgO2zEomgxsSJdS2bh14ypu37yGhUsC0PenQYVZutY1bLB81UbwfNsiYPlC4oBY0etWxFkjgYCPlcsWwMvHD8tXbSwscaevr49+/Qfjt6WrcOfWddy6cZWoPTYfaLLP6EL/pVAoFFWgQR+FmOcRTxEeFoJpM+cpPC6hdp26GDZiLM6cOoqszEyiNr8eOLUR2CgbxHkqHLux//cd8GnbHh06dS1xTU9PD7PnLkJWZgYunj9DpKWsNrrCxb/+RFZmBubMW6ww47J9xy7wbdsB+/ZsZ2yHKSDWZpClC/2XQqFQSNHZoO/gwYNo3rw5pk+frvB6UFAQfHx84ONT8iiMs2fPonHjxgp//v77b3VLr7QEPbiLKpaW8PZtp9Sme88fIMmXICz0AXNbLAO0tgIbRYM2m5bk5ETEvotGz+96K7Wxs3eAu4cngh/cK5WWijp7FBx4F+4enrCzd1Bq0+O7XoiLece6H7Q0ZenUha72XwqFQmFC54K+jIwMjBs3Dvv27VNYV1EikWDTpk0YP348jFnO9woMDCzx07FjR3VJr/SEBgeijac34wHDtnb2qFu/AUKCAlnb+3qGTZuBzdev6eCgPEj5mtDgQOjp68G9tRejXRueL54+eYTcnBxiLd7uzhV29ig3JwdPnzxCG54vo517ay/o6eshNJi9z8j52ifa7DO60H8pFAqFBJ0L+i5dugShUIjz58+jqoKKAdHR0bhw4QKOHj2K1q1bM7ZVo0aNEj+Ghobqkl6pkUqleBUViZatPFhtW7p54NXLFyq136i2VWmllRvywbphLasSjzHxMvIF6jdozFohoFUrD4jzxIiOfkOshe0xXSY6+g3EeWK0bOXOaGdhUQUNGjbBy0j2PlPUB/I+owt+0YX+S6FQKGzo3Dl97dq1w8CBA5XOJtna2uLs2bOwtLTUsLL/Njk5QshkMqLz5szNLSAUMB/DIScoPKpwhiQt7SNex6WXSWd5kZKSgjfx6USHgwqFfKKSZhZVCoLCHJYjSoqSlvYRAHTGL6ogf58k5bIsqlSBUKg8yaUoQeFROhNkfa1FFwJQCoVCUYbOzfQ5OTkxLh9WrVqVBnxaQF+v4J5IpRJWW6lECj191buWtbWNys/RBfT09CGVEPhFKvtir7pvKuISr/x9kgTOUokEenrKP/e6TEXttxQK5b+Hzs30lScbN27ErVu3kJqaCicnJ4wePRpdu5bMriwKh1Pwo8vI9WlSp7GJMYyMjZCWmsL6uunpqahSpSqRPp67MyC34wDeHs4I1tJsiVyLdQ0b6OtxwHMn01LV0hJRkc9Y329aagrAKbAnundftBT+quP98muqWloCHCA19QOcatUqfFxR/01L+4h6DRoS95miftGFPgNA6/1Xjja+H/5LUP+qF+pf1VDVT5Uy6DM2NoaNjQ0MDAywZs0a5OTk4MyZM5gyZQpWr16NXr16KX1uXQdL1tp1ukJdB83OePr6eCPqWTjq1Zyl1EYmk+Hfx6Ho168f6tVk1ufg4AB9vYIeK5FICpMnfFs3RXJycvkJJ0SuJTk5uVAbiZYeXTrg3OnjMJTx4ejoqNTuzLEnsLaqjk5+Hoyz2cD/fSPXAmjPL6Wltp0HrK2q493Lp+j3fZcS1+X9NzExEcmJ8ejZdaFKfaaob9iepw50rf9+jaa/H/5rUP+qF+pfMgQCrkr2lTLo69GjB3r06FHsMXd3d8TFxWHr1q2MQV9McgZMTcXqllgmOJyCD0RMsmYLUjdr0QY7t21A5Nv3MDYxUWjz5vVLvP+QgkbN3PEuKYOxPcmX5c7g8Ci8S8pA4MPIwrPx2J5b3hQ9ky8mOQPJycmwtbMn0uJY3wUycPDH2cvo1be/UrvLV6+jpbsn4j5kE2v52i+2dvZan0lShZbunrh89Tr6DR5T+NjX/ff82cuQgQPH+i4q9xn579rwiy7136Jo6/vhvwL1r3qh/lUNtjKWX6Nze/rUSZMmTZCSksJoI5NVjB9taPVt2xH5+RL8efqEUpsTRw+ialVLuLRwZ2yL5+YMyAB8/b6+/PDcnDX2vopqCXoUVejf4PAoIi3m5lXg5u6JP04eRV6eWKHN4/CHeBn5Am3bd2a/t19pkX35vyJ/6fpP2/ad8TLyBR6HPyz+Hr/037w8Mf44eRRu7p4wN69CdJ+U+UVbfUbRvdOkFoV9qAJ9l1XEH+pf6l9d+lGFShn07dmzB9u3lzzh/9mzZ6hbt64WFFUOHJ1qoe+PA/H7ri14++ZViet3b9/E1Ut/YfykGYxH43gzVLpgK0WmTpgyL9m0TJwyE7Ex72EJjBIAACAASURBVPD7ri0lrmVnZ2Hl0vlo5uKKjp27MbZDctZbRUrq6Ni5G5q5tsDKpfORnZ1V4vre3VsRG/MOk6Yq3zIAML9nTWfM6mr/pVAoFDZ0LujLyMhAamoqUlNTIZFIIBKJCn/Pzc2FQCAo9rtUKi38PTu7YNnMxMQEW7duxdatWxEdHY3Xr19jyZIliIiIwJgxY1gUUJiYMHkmHJ1qY4z/QBw/sh85OUJkfP6MTesD8OucqWjfqQu+69WPqC1lg7UmB3G2IItUS2PnZhg/aTqOHtyLX2ZMRGJCPPLy8nD39g383P97ZGZkYNGytYyZu6rUla0oAYWenh4WLV2DzIwMDOn/A+78cx15eXmIjY3FnBkTceTA7xg/aXqxOs5MsN0nTfpFF/ovhUKhqAJHJlN1clC9DBkyBGFhYQqvBQQEICkpCdu2bVN4vXfv3li1ahUA4MyZMzh27Bji4uIgkUjQuHFjjBw5UmH2rkAggLm5OQAg4lUiTE11O5GDwynYuP4uSTt7HrKzs/D7zi0Fy7xSKQDAyNgYI8dMRP9Bw8DlKt9YyjRLUhq7sqIo6FPkX5IZOJlMhtu3rmHjupVIT039/2v4tcOM2fPhUNNJZS1lsdMlkpMSsGHtCgTdvwtwCpJmqlW3xtSZ89CxczdwGFLQdMkvutZ/FaHt74fKDvWveqH+VQ2hUADXxgUJhHw+nzURVeeCPm1Ag77SERsTjVcvI6Gvrw/XFm6wsbXTnphypKz+FQj4eBQWDD6fDyen2nBp0YoxqPmvIJPJ8DziKRISYtGgth0c67vA1NRc27IqHbry/VBZof5VL9S/qqFq0Fcps3cpmqGGjS1EubnQNzCAZbXqWtUiFosRF/sOkvx81HSqBXNzC61pMTExRd16DcHnZ8PeoSYN+L7A4XDgWKs2DLgGaNygJqRcU63qEQj4SIyPg76BAWrXqcc4Q02hUCiVARr0UVRGIpHgr7N/YNf2jeB/2UdpZ++AGXMWwLdtB8bnqrLsRbpcFxR4F+vXLMf7pEQAgJm5OcZOmIbe/QawnodX3kuHb16/xJqAxXgR8S8AQE9fDwMH+8N/9HjWGWRdWsYsb4RCAQ78vhMnjh2AVCqFvh4Hzs1cMXveYjRs1ITxueXtF4lEgnNnTmL3jk0Q8AtKv9nXdMTMOQvg7duuXLWQ2FIoFIqm0LlEDopuI5FIMHfWJKxbtRTtO3bB3sN/YPvvh1G7Tl3MmT4BO7asY3w+6QBIOrju2bkZs6aOQ82aTti25xD2Hv4D33TtgQ1rlmP2tHGQEJRHI9XCxq0bV+H/c18IBQKs3rAdB4/9iVFjJ+P0qSMYNqg3MjPIzm5jer2KksBRlKzMTAwf3AenTx3BqLGTcfDYnzh48CAEfD78f+6Lm9evELVTHu9dIpFg9rRx2LBmOTp36Y69h//Atj2H4OjohFlTx2HPzs2Mz1c1YYQGfBQKRZegM30UlTh+ZD+C7t/Fmo07is3qtWzlgWOH92HHlvVo6daadcYEKBg4FQ2KpANqaPADHNy7C2MmTMWwEWMLl1GbNnOBX/vOmDV1HA4f2AP/UeOVthEUHgVvd2ciLUwDeHJyIlYuXYAOnbrgt6VrCpcKGzVpio6du2G0/wAELF+IVeu2smohoSIFEyuXLUBmZiYOn/gLtWrXKdyzU7tRKyxZOAcrly5AM5cWsLevqfD5Rf3Cdp/Y/HL4wB6EhgRh/dY94Hn7FT7eyq01Du3fjT07NqNFSw948nxY31dZ+y+FQqFoGjrTRyEmPT0N+3/fgf6Dh5VYxuVwOBg8dCRae/Kwcd0Kxhk2pqNHSIMsqVSKjWuXo5VHm2IBnxyetx8GD/HHof27kPqR+UBuZVqUaVbErq0bYGpmhrkLlpXYG1ardh3Mnvsb7t2+iUdhwaXWUhGXdR+FBePe7ZuYPfc31Kpdp9g1LpeLuQuWwczcvEwzxKRBVlrqRxzavwuDfvYvFvABBf132IixcGvtiQ1rl0H6JSudTUtp+y+FQqFoAxr0UYgJvPcP8vLyMMx/rMLrHA4H/qMnICkhAVGRzxnbYt2nx7Z37lUU4uNi4T9ynNJEiSH+YyCRSHD/7j+lei0eYTAhys3Fvbu3MGDQMJiZKc5G7fRNd9SqXQc3rjEvZSoLKCrq7NGNa1dQq3YddPqmu8LrZmbmGDh4OO7f/Qei3FyiNpX5gq3P3LtzCxKJBENHKD6rk8PhwH/kOCTExeHNq7L1TxrwUSgUXYQGfRRiQoMfoFlzV1S1VF4Iu7lLS5hbWCAk6D5xu0WX7kgJCQ6EiakpWrTyUGpjYVEFLq6tiLR8vVfLwcGhxDVlPH78EHmiPMYlbQ6HAy+ftggJvg+2U5KYXq8iBRMymQwhwffh5dOWMYOZ59MWeaI8PH78kLE9RQGxKrOfIUH34eLaChYWVZTauLZ0h4mpKUKCA1nbU6aFQqFQdBUa9FGIkMlkeBQWjDZezHudDAwM4NGGh/CHIaxtFh2oG9W2Uvi4Mh49DIGbRxvWYzY8eb4IfxTKuFz3NTwVl+jCw0JQw9YWderWZ9WSmpKChPg4Yi3y/YakWnSJhPg4pKakwJOlz9SpWx81bG0RHqZan1ElyJJKpQh/FMraf7lcLtw9PPFIzf2XQqFQtAEN+ihE5OXlgZ+djZqOzFUlAMDBwRHp6amsdgBz7VIm0lI/oqZjLSItOUIhcnNziLWkpX4EAAQTaklPT4WDgyPreXw1v1TkIPFNoZa0j0hL+0ikQ9eQ62a7TxwOp1R9Rt4+SZ/Jzc1BjlBI1mccnZCept7+S6FQKNqABn0UIsTiPAAgOsDWgGuAfHE+cdvywVuV4CY/XwyuAZkWACrpAYCUFLLkD7kWA0K/FGgRE7VbNICoiMGEJL/A5wYGzGclAoABl4v8fDK/AKr1FeD/959EC9eAW9jfVdFSUYNzCoXy34EGfRQijI1NAABCgYDVNkcohJGxMVG73u7OsLa2AQBYW9sQL9kZG5tAIOSz2gmFQgAg1iPH1taWOJHDyMgEOUJ2v8h9J/clG3JfqOIXXaKwz3y5B0zk5ghhZETuF3mfIdZiQt5/hTkCle5RafovhUKhaAMa9FGIMDAwQO06dRH5IoLVNvJFBOo3aKhS+6/j0lWyr9+gESKfPyPSUtPJCUZGRqy28gH7TbyqWhri7ZtXrNmnkc8jwNHTQ5269Yi1FA1uKlpAUaduPXD09BD5nLnPiHJz8eb1S9Sr30Cl9uV9hsQvhoaGqOnkhMhI9j7z4lkE6tVXb/+lUCgUbUCDPgoxnjxfhAQFMmafZmZkIPL5M3jx/JTayFE2WJMM4p48X7x+GYn09DSlNjKZDCFBgaXSkpycrJKWPFEenjx5xGgXEhyIps1dYFGlKrGWoPCoCrm0CwAWVaqiaXMX1kzYJ08eIU+UBy9v8vv0tU9I7pMXz4+1/6anp+H1y0iVtJA+TqFQKNqGBn0UYjy9/fAx5QNePPtXqc3tf65BJpOxZkkqOsRWlcxMefu3b15TavMy6jneJyXCk+fL2FZRSlNhoW69Bqhha4tb168qtcnOysTD0CB4eqlXi67hxfPDw9AgZGdlKrW5df0qatjaom495pk+Re9dlYDYk+eL90mJeBml/AxJeX9Sd/+lUCgUbUCDPgoxrdvw0KBRY2xYuxxiBckInz9/wu87t6Bzl+6wsbUjarO02Y9WVtbo1vN77NuzTWGmpVgsxoa1K1CnXn3WoE/Z7BFp9i6Hw8HAn/1x5eI5PI94qtBmx9b1kEql6NXnJyItX1NRA4ofev8ImUyG7UoqbjyPeIorF89h4M/+rNnPcpT1GTa/ePJ8Ubd+A2xYo7j/pqelYt+ebejW83tYWVmXSQuFQqHoIjTooxBjYGCAX+Yvxds3r7Bo/ix8+vT/fUxxsTGYPW0cAGDKjLmM7ZAGLWx2E6fOhoGBAWZPH4/YmOjCxzM+f8bS3+bgZeRzzFNQFk2V1yANKPr+OAhNXVwxb86UYqXWRCIR9uzcjL/OnsakabNhXUN5AgJbCa+KGFBY17DBpGmzceHcGezZuRkikajw2qOwYPz6y1Q0dXFF3x8HMbZDelYh033icrmYO38pXka9wNLf5iDj8+fCa7Ex0Zg9fTwMDAwwcersUr9GaewoFApFU3BkbOUB/gMIBAKYmxeUz4p4lQhTUzMtK2JGXrD+XVIGtHH3bt24ijUBSwCZDO06fAORKBe3b12Dja09Fi9bg+auLZU+l7Q2Kald5ItnWDR/JlI+vEf7jl1gYmKKO7dvQCaVYva8xfimaw/G96IomPjav6RaUj+m4LdfZ+LfJ+Hg+baFra0dHoYFI+XDewz1H4uRYyYyzmaRBDYVsbarTCbD/t934ND+XbC1s0frNjwIsz/h+o2bcG3hhmUBG1DDxlbp81XtM2x+uXHtCtYGLAZHTw/tO3yDnBwh7vxzHbZ29liyYj2aNnMpNy0kesobbX8/VHaof9UL9a9qCIUCuDZ2BADw+XyYmTHHLzToAw36SsPnz5+wb/c2REU+g56+Pjy9fDFk2Ciio1G83Z2JBkJSO5FIhONH9iPowV1I8vPRpGlzjBo7GdWrW7E+V9FrKPIvaUAhk8lw5eI5XLl0Hnw+H061amHU2Mms1TpUeY2KWqEjNiYa+/ZsQ0J8HGysq6Fd557o8W1v1mVdVd4vaZ/59Ckde3dvxcvI59A3MADPuy0GDx1JnOVdnlrKG134fqjMUP+qF+pf1aBBXymgQR+lKNS/6oX6V71Q/6oX6l/1Qv2rGqoGfQaaEEWpfGRnZeLAvl2IfB4BAy4Xnl4+6D9oGAwNDTWuRSwW49TxQwgJDkS+WIwmTZtjxKgJqFKV+WgUdSCTyXDz2hVcvXwe2fxs1KpVB/6jJsDRib38V2UnMSEeB/buQEJ8LOxsrODXsQc6d+lBnMBRnmRlZmL/3h14GfkcBlwuvHi+6D9oGFHFGV2f6aNQKBRl0EQOisrcv/sPBvTtgQvnTsPO3gEWFlWwZ+dmDB3wA15FvdColtevojBsUG/s2r4R5uYWsLN3wJWL59C/TzfcvX1Do1rS09MwdcJILJo/C+L8fNSuXRePH4Vh8E/f4uihvRrVomscPbQXg3/6Fo8fhaFW7boQi8VYNH8WpkwYwXjWojq4e/sG+vfphssXzsLO3gHm5hbYtX0jhg3qjdevyJbW2ZI0SO0oFApFk9CZPopKvIp6gfm/TIUnzxe//LqkMBs1+u1rLFs0D7Omj8fBY2eJj7woCxmfP2PWtHGwtKyGg8fOokHDxgAKjt5YG7AEC+fNwK59xxk35pcX+fn5WPDLNCTEx2L9lt3g+bQFAOTm5GDv7m3YsWU9qlWrjp7f91G7Fl3j8oWz2LFlPQYNGYFRYyfBxNQE9Wpa4ugfF7Bi8a9Y8Ms0bN11EAYG6v86inzxDAvnzQDPuy3m/LoYVtY1AABv37zC0t9+waxp43Do+DlUq1Zd4fODwqOKBXRsZynSmT4KhaJL0Jk+CjESiQQBy39D3XoNsGL15mLHj9Rv0AjrN+9CvliM7ZvXakTP9i3rIMrNxfrNuwsDPgCwsq6BZas2okHDxghYtgD5+flq13L+z1OIePoYK1ZvLgz4gIKar5OmzUaP73pj0/qAYsfc/Bf49Ckdm9YHoMd3vTFp2uzCGrgA4O3TFitWb0bE08c4/+cptWvJz89HwLIFqN+gMZav3lQY8AFAg4aNsX7zbohEIuzYsp6xHdJAjgZ8FApF16BBH4WY8IcheP0yEtNnz1e4d8/KugZGjZ2Mvy9fQFrqR7Vq+fz5E65cPIcRYyYqPO6Dy+VixuwFiH7zGmEhD9SqRSaT4fiR/ejW83u0aOWu0GbytDmQSqX46+wfatWia1w4dxpSqRSTp81ReL1FK3d06/k9jh3ex1gerTx4GBqE6DevMXPOAoV792rY2GLE6Am4cvEcPn/+RNTm18u3dDmXQqHoMjTooxATEhwIaxsbtGipOLABgI7fdAOHw0GomgOthyFBkMlk6NS5m1KbZi4tYGfvgFCW2q9lJS42Bh/eJ6NzF+VnAla1tERrT2+1a9E1QoLuo7WnN6paWiq16dylB1I+vEdcbIzatdjZO6CZSwulNp06d4NMJsPDkCDGthRVSKHLuhQKRdehQR+FmNDgQHh6+TJmW1arVh2NnZsiNOi+WrWEBN9Hg0aNGStccDgcePJ8EBKsfi1cQy5aubVmtPPk+eD5s6fIzs5Sqx5dITs7C8+fPYUnj7mObSu31uAacjVynzx5Poz917qGDRo0akykRVlgRwM+CoWiq9Cgj0KERCJBTPRbNHdVPksip7lLS7x9+1qtet6+ecVY+aOoloS4OOTl5alNS/Sb12jQsHGx/WqKcHFtBalEiriYd2rTokvExbyDVCKFi2srRjtjExM0bNQEb1+/UpsWsVj8P/buOyqKq33g+Hd36UWWjgrSpCggQsQGdmOPRo2xRRONpliSmGLye9PUFH3TjF3BDjZs2IixJFhji11jQaVZUESBpbPM7w/fnYCiYsEFvJ9zcoK7A+eZh+HuM3duITkxEf+AclwzDRoSf/7RYvF2ffhC4IIgCPomZu8K5ZKXlwuAmZnFQ481MzcnLze3QuPJzc3BvJyxwJ1ZtBW1hmBeXg5m5uWPJTc3p0LiqGx052lmZvbQY03NzMnPr7hrJk8Xy0MWLgUwN7Mo9+9o79//yAVfWtp1ziU+XxN1BEGoWkRPn1AuBgZ3Br5rtQ+fCast0mJgWLH3EwYGhhQWFT70uKIi7Z3jKzAeAwNDtOWYIVxUWPS/WB6+AHB1oPrfEiy638GDaIuK5GtM37EUFhViaFj+GwQ7O4dS/xcEQaisRNEnlIuRkRHmFhZcuZzy0GOvXk3B2rpiH3fZ2NpxtZyxGJuYYGLy4EevT8LaxpYrl1MeOvv06pXLd46v4NxUFjY2d9ZqvHLlwb8nSZK4euUy1uXYK/lxmZiYYmJqytWHxAJw7RFiEbN3BUGoSkTRJ5SLQqHghUZNHrr8SVFREQf3/0VI42YVGk+jkKb8fWg/hYUP7u3b/9ceGjVuilJZcZd6o5CmXE+99tDZp/v37cbW3h5XN/cKi6UycXVzx9be/qHXTGLCJVKvXaVRSNMKi0WpVPJCSJOHziovLCzk0MF95YqlZIFX8rGuKPwEQaisRNEnlFuT5mF3Zp9mZtz3mH9OnSArM5OmzVtUaCxNm4eRk53NieNH7nuMRpPFiWOHadI0rEJjCXrhf7NP9+687zGSJLFv7y6aNmuhl71m9UGhUNC0WQv+2rPzgb2g8uznFx48+/lJNWkaxoljh9Fosu57zMkTR8nJzqZp8/JfM7rZumLWriAIlZ0o+oRya9GyLQYGBkQujCjzfUmSWDBvFjVr1ca3vn+FxuLj60dtFxcWzZt934JiaeR8FAoFLVq1rdBYTE3NCGvZluVLFt13AsDOuG0kXLxAuw6dKzSWyqZ9hy4kXrp4332Qc3NzWB61kNAWbTA1ffiEjyfRsnU7FAoFSxbPK/N9SZJYOHcWtV1c8PH1e+DPKu/eu4IgCJWJKPqEcrOzd+D1oe+wJHJBmY/sopdHsm/PLt7/6P8qfB9VpVLJmI8/5+D+v1gWteCewu/vg/tYvCCcQa8Px9GpZoXGAvDuqA/JyLjFD9+Pu2fbtyuXk/nvd18T2rI1TZo+eM266qZx0+aEtmzND9+P48rl5FLvFRUV8ePE8WRk3GLkex9VeCwOjk4Men04kQsjOHTgr1Lv6XZVObj/Lz746D8PHA7woEWYy1q0WRAEobIQS7YIj2TQG8M5evggY0YNp+cr/Xi5d1/y8/NZNG82u3f+yav9B9GydbtnEkvzsFYMGDSU6b/+yOG/D/DGm+9iamrK+rUrWRW9lKAXQnj9zXeeSSzOLnX47ItvmPDlp1y8cJ4Roz/G0cmJvbt3MHfOdKytbfjPV989N492dRQKBf/56juGDX6V1/r24M23RhLaojXJ8Ro+/3Ic8efO8tU3/6W2c51nEs8bw97l2LHDvD9yGL379KdHr1fJzc1l0fzZ7NkZx4BBQwlt0bpcP+tBizOLgk8QhMpIIVX0hpdVQHZ2NhYWd9ZZO342BTOzh6/lpU8KBXjUVnPx8m308dsrKipiVfQSImZNJTfnzuNMW3t7xnz8H9q06/hMCxtJktgZt41ffvyOG6mpwJ3Ffoe9PYo+/QaVucfqwzxJfk+fOsEP34/j3JnTd36WUknvPv0Z/u57WFrWeORYqousrEwiZk1l9cplSFIxKqWCut71+OT/xlHfL+CZxlJYWMjK5ZHMnTNdXk/S3tGRDz/5nJat2z/w+i3vVmv63JJN3+1DdSfyW7FEfh9NTk42DXycAdBoNJg/ZC1SUfQhir7HlZmRQVLiJZQqFR4edR+6I0VFys/L48KF82iLinB186CGldVj/6wnza9Wq+XihfNkZ2uoVcsZB0enx46lurmeeo2rV1Lw9ayFoYUjSqVKb7FkZmSQmHARlYEBnp5eGJuY6C2Wp6mytA/VlchvxRL5fTSPWvSJx7vCY6thZVWurdCeBWMTk2feY3Q/KpUKL29ffYdRKTk4OuHo5FQpGvXMzAxu3EjFwMCQmrVqV5uiTxAE4X5E0ScIwnMlO1vDvPAZRC9bTLG2GABzCwveHvEBPV/ph0qlv95HQRCEiiSKPkEQnht5ubmMGD6IpMRLvD3iA7q/3Ie8vDsTOX754Vv+OX2CL8ZNfO4m3AiC8HwQRZ8gCM+NmdN+JinxEuELlsuP4K1QM/Y/42nQ8AUmfPkpjZuG0rHzS3qOVBAE4ekT6/QJgvBcSElOYvXKZQx7e3SZYy47delOm/YdmT7lx3vWWhQEQagORNEnCMJzYdeO7RgaGvDKqwPve8yAQUO5eeMGp08ef4aRCYIgPBui6BME4bmwb+8ugoJDHjhL17eeH5ZWVuz7a9czjEwQBOHZEEWfIAjVXnFxMUePHCKkSfMHHqdSqWjcpBmHDx14RpEJgiA8O6LoEwSh2svNzaGwoLBcC2XbOziRkXH7GUQlCILwbImiTxCEaq9YqwUo1xp8KqUKrVZM5BAEofoRRZ8gCNWeiakZAFmZmQ89NisrA1PTyr0VoyAIwuMQRZ8gCNWeoaEhnl7eHD92+KHHHjvyN771/J5BVIIgCM9WpS36Fi5ciL+/P2PGjCnz/b179xIaGkpoaGiZ71+7do0PPviAkJAQGjRowIABAzhy5EhFhiwIQiXWtFkL9v+1G+kBG/5evXqZxIRLNG0e9gwjEwRBeDYqXdF3+/Zt3nnnHebNm4exsfE972u1Wn799VfeffddTO6z9EJBQQFDhgwhOTmZefPmsXLlStzd3Rk6dCjJyckVfQqCIFRCTZuHcTMtjYP79973mN9jN6AyUNGocbNnGJkgCMKzUemKvo0bN5KTk0NMTAxWVlb3vH/hwgXWr19PVFQUISEhZf6M2NhYLl68yI8//kiDBg3w8fFh/Pjx1KhRg4iIiIo+BUEQKqHgRk0ICAzilx++JScn+573kxITWDR/Dq/0fQ1Lyxp6iFAQBKFiVbqir1WrVixYsABbW9sy33d0dGTNmjUEBATc92fs2rULV1dXPDw85NcMDAxo3rw5O3fufOoxC4JQ+SkUCv7vy2+5fj2VMaOGk3DpgvzegX17GDNqGI6OTgx7e5QeoxQEQag4BvoO4G4uLi4PfL+s3r+7Xbp0qcyf4+rqypo1a8jNzcXU1LTM71Uo7vxXmeniq+xxVlUivxVLn/l19/Dgl6lz+G7C5wzu/zINgxqRm5vDqZPHCQoO4fOvv8XCwuLZB/YUieu3Yon8ViyR30fzqHmqdEXf05CdnY2zs/M9r+sa86ysrPsWfe611JibV43lGtxrqfUdQrUm8lux9JVfj9ov0q1jS+bNm8fx48cxMDBg1Ii36dmzJ4pq9Ekjrt+KJfJbsUR+yyc72/CRjq+WRd+TuHTlNmZmhfoO44EUijt/EJeu3OYBExGFxyTyW7EqS3479RhApx4D5H9fupKhv2CeosqS3+pK5Ldiifw+mrLGJz9ItSz6LC0tyc6+NxFZWVkoFApq1Lj/IG1JospcaFUp1qpI5LdiifxWLJHfiiXyW7FEfsvnUXNU6SZyPA0eHh4kJibe83pCQgK1a9e+71IvgiAIgiAI1VW1LPpat25NcnIy8fHx8msFBQXs2rWLNm3a6DEyQRAEQRAE/ah0j3dv375NYeGdMXVarZb8/Hxu3LgB3Hlsq9VqycnJASAvL4/i4mL5fRMTEywtLenQoQP16tVj7NixjBs3DgsLC2bMmEFhYSHDhg3Tz4kJgiAIgiDoUaUr+kaPHs2BAwfkf1+7do3t27cDMHHiRC5fvsz06dNLfU9Y2J0tk3r27MmkSZMwMDBg7ty5TJw4kTfffJOCggKCgoKIjIzEycnp2Z2MIAiCIAhCJVHpir7IyMiHHjN69OiHHmNnZ8fPP//8NEISBEEQBEGo8qrlmD5BEARBEAShNFH0CYIgCIIgPAdE0ScIgiAIgvAcEEWfIAiCIAjCc0AUfYIgCIIgCM8BUfQJgiAIgiA8B0TRJwiCIAiC8BwQRZ8gCIIgCMJzoNItzqwPkiTJX+u2eKvMFArIzjYkJyebEqELT4nIb8US+a1YIr8VS+S3Yon8PpqSNYtUjoSJoo/SSWsa5K3HSARBEARBEB5dTk4OFhYWDzxGPN4VBEEQBEF4Diik8vQHVnPFxcWkpaUBYGZmhkKh0HNEgiAIgiAIDyZJkvy00s7ODqXywX15ougTBEEQBEF4DojHu4IgCIIgCM8BUfQJgiAIgiA8B0TRJwiCIAiC8BwQRZ9wX2K4Z8UTOa5YIr9CVVdcXKzvEIRqRBR9wkOJRqfiiJniFUvkV6jKsrOz+e9//8vFixf1HUq1o9Fo2L17t77DeObE4sxCKTk5OURH5hVdBQAAIABJREFUR5OcnIy1tTXdunXDzc0NSZLEB+hTdvbsWbZu3crt27dxdXWlU6dO2Nvb6zusauPChQvs2bOH/Px8ateuTZcuXfQdUrWSm5vLihUruHz5Mvb29nTu3BkXFxd9h1VtaDQaunfvzpUrV7C0tGTUqFH6Dqna0Gg0tGnThtDQUMLCwvQdzjMllmwRZBqNht69e+Pg4EBmZibp6elYWloSHh6Os7OzvsOrVg4dOsQ777xDgwYNyMvL49SpU9SpU4d+/frRv3//h661JDzYoUOHGDlyJJ6enqSnp5OYmEjTpk0ZNGgQbdq0ETcwT0ij0TBgwACMjY3Jy8sjMTGRgIAAvv32W9zd3fUdXpWn0Wjo1q0bwcHB+Pv7c/ToUaZOnYpWq0WlUuk7vCqtZG5/+eUXfYfzzIlPFgGAgoICRo4cib+/P+Hh4axbt46xY8dy+/Ztjh49Kh8n7hGe3LVr1/j000958803mT9/PlFRUcTExGBoaMicOXP45Zdf0Gq1+g6zykpOTubDDz9kyJAhREVFsXz5cubPn8+FCxf45ptvWLZsmbiOn0BhYSEjR47E3d2dqKgoli1bxvz58zl16hRLly7Vd3hVnq4oCQwM5JdffqFOnTrs3buXGzduiILvCely26BBA7nge97aWlH0CQDEx8dz8+ZNhg4diqmpKQAvvfQSTk5OKBQKMjMzyczMRKFQiA/MJ3T16lWMjIzo1q0bcKeQdnd3Z+7cufj7+xMTE8OUKVPEWMrHFB8fj1qtpm/fviiVStRqNc2aNWPVqlVyz3V0dLS4jh/T1atXyczMZNCgQRgbG2NhYUGjRo3o1asXu3fvJjMzU1y7jykrK4tOnToRFBTElClTAAgICMDR0ZH9+/cDYoz148rLy6Nv3764ubkxdepU4E5nh66Q1mg0pKSkUFBQoM8wK5wo+gQAUlNTSUhIKHXXU1BQwO3bt1mwYAFdunThlVdeYceOHSgUCtHwPAGtVsulS5e4fPkyACqViqKiImxsbPjuu+/w9/dn3bp1rFu3Ts+RVk1FRUUkJCSQmppa6jUHBwfmzp2LhYUFERER7Nu3T49RVl05OTn8888/pKenl3rdy8uLGzduoFQqxfCExxQZGUm9evWYPHmy/JqjoyO2trZs3LgRQOT2Me3du5ecnBxMTExITk4GwMjICK1Wy0cffcTAgQNp3749b7zxBitXrtRztBVHXD0CAEFBQdjZ2TF58mTi4uI4c+YM/fr1w87OjuHDh/P+++/j7OzMyJEjOXr0qGh4noCjoyOurq5s2LCBmzdvAmBgYIBWq8Xa2prvv/8ec3NzVqxYUe3vOiuCg4MDxsbG/PHHH+Tn5wN38qsr/ObNm0deXp54FPmYjIyMcHJyuuexmJmZGcXFxaJteALvvPMOERER8r91OR48eDDx8fEcOXJEX6FVeW3btmXEiBGkp6czfvx4+abwjTfe4Pr167z00kt89dVX3Lx5k/DwcHbu3KnniCuGaty4ceP0HYTw7BUXF6PVaiksLMTAwAATExNq165NbGwsGzduZPfu3RQVFTF//nwCAgLw8/PDx8eHgwcPcurUKTp27IhKpRID4h9BcXExCoUCKysrsrKyWLhwIbVr18bb2xsDAwOUSiVFRUWYm5sTEBDA7Nmz8fX1xdPTU9+hV2oajQaNRkNubi6mpqY4OTmRkpLCsmXL8Pf3x83NDUDOb40aNahZsyYRERE0btyYWrVq6fcEKjmtVkteXh75+fkYGRlhbW1NaGgoTZo0AZBn9sfHx7Nv3z4GDhyIUqmUH5sdPnwYR0dH0VbcR3FxMYWFhQByznRtha6AViqVrFixAhMTE5o3by6/LzyYVqtFkiQyMzMxMTHBz88PlUrFgQMH+Ouvvzh//jwmJiZMmDCB0NBQAgICCAwMZMmSJTg4ONCsWTN9n8JTJ5ZseQ5pNBo+//xz0tPTSU5Oplu3brRv354XX3yRdu3akZaWxoIFC7hy5Qo2NjYUFhZiaGiIr68v7u7uZGRkYGJiou/TqBLOnz/PP//8Q9euXeXHuAYGBowYMYKLFy/y008/YWZmRqdOnTA1NcXAwABJkuRHOtnZ2fo+hUrt2LFjTJ8+nYsXL2JpaUnTpk357LPPGDt2LJcuXeLTTz9l6tSpNG7cGLjT4wdQt25dTExMRH4fQqPR8OWXX5KYmAiAu7s7n3zyiVxIlyw+0tLSMDc3x9zcXH5t8uTJbN++nUWLFmFra6uXc6jMNBoNEydOJDExETMzM3x8fBg9ejRGRkbyMZIk4ebmxvDhw/npp59o3749gYGBeoy6atBoNHz99dekpKRQWFhISEgIb775Jr169cLQ0JCoqCjWrFnD22+/jVqtBu5czw0aNMDX17faro0oevqeM9nZ2bz88stYWlrSpk0bHBwc2LhxI9u2bcPExISAgADMzc2Jjo4mLS2N3r17y8WKUqlk27Zt2NnZ0aJFC5RKpbjbfIDU1FR69+7N0aNHsba2xtvbG5VKhVarRalUEhwcTEJCAosXL5Z7nywsLOQ7/E2bNtGsWTPq1q2r71OplI4fP87QoUNp1qwZoaGh3L59m+3bt5OXl0eLFi3w9vbmxIkTLF26FHd3dxwdHeUPU4VCwZ9//kmrVq3E2nL3kZ2dTc+ePbGysqJjx46o1Wri4uKIiYnB2toaZ2dnjI2NgTv53Lt3L8eOHWPo0KEoFAqmTZtGREQEs2bNkotE4V+6ttjQ0JAXXngBjUbD5s2b+f333/H09MTBwQGVSiX3pKrVag4fPszJkyd54YUXsLS01PcpVFolr93GjRtjb2/PihUr2LZtGzY2NnTr1g1jY2Nyc3N58803sbCwkL+3oKCADRs2EBwcTEhIiB7PomKIou85M336dDIzM1m4cCGBgYG0aNECLy8vkpOTWbRoETVq1CAwMJCioiIWL15MWloaoaGh3Lhxg3nz5rFhwwa+++477OzsRMH3EDdv3mT9+vXk5uayb98+7O3t8fLykh/hmJmZ0bhxY27cuEFERARXrlwhPz+fW7duMXHiRPLy8vjss8/EGKkyaDQaJkyYQLt27Rg7dixBQUE0a9aMEydOcObMGV555RUcHR2pV68eFy9elMfxabVa8vPz+eabbygoKOD9998X+b2PmTNnkp+fz4wZM2jYsCGhoaG0bduW/fv3s3r1atRqNZ6ennLhFx8fz8mTJxk0aBCTJ09m3rx5LFu2jICAAD2fSeUjSRL//e9/MTAwYPbs2TRt2pS2bdsSGBjIjh072LRpE66urjg7O8u902q1mszMTGJjY8nOziYgIEBeaUEobfr06eTl5TFz5kyaNGlCWFgYHTp0YOPGjWzfvh1zc3N69+5N586dsbCwIDc3l+LiYoqLi5k1axZ79uzhs88+k3sAqxNR9D1nVq9eLT9O1E1Xd3V1xcvLi9u3b7Nw4UKcnZ3p1q0bmZmZREdHExERwZ9//smpU6eIiIjAx8dH36dRJcTFxZGcnEx0dDSrVq1i9+7d2Nra4u3tLRfMZmZmtG/fHgsLC06dOsWSJUs4d+4cRkZGLFq0SJ7gIQqT0goLC4mIiJDH4RQXF2Nubo6xsTGRkZF06dIFW1tbHBwcaNu2LUVFRWzdupWlS5dy9OhRFAoFkZGRIr8PsHLlSgoKCnj55Zfl19RqNT169ODgwYOsXbsWFxcX6tati0ql4tatW2zatIlz584RHR0tj6kU7qVQKFi2bBk2Nja8+OKLSJKEgYEBLi4uhIWFsXPnTjZv3oy/vz/Ozs7yk5bg4GCOHz/OH3/8wWuvvSaKvvtYsmQJpqamdO3aFbgze9/W1pauXbsSFxfHH3/8gbW1Nb6+vqSnpzN16lTCw8PZsmULu3btIiIiAi8vLz2fRcUQY/qeMyYmJuzbtw+tVouRkZE8xqxevXq8++675ObmMnnyZLy9vfn444/ltbdcXFwIDAwUg94fgVqtpkaNGtSoUYOlS5fSv39/fv75Z+DOGoi6iQUGBga88cYb9OnTh/T0dIyNjbG3t0ehUMjvC6Xl5uaSkJCARqMB/t1j19bWttR4KAALCws+/vhjBgwYQEZGBkZGRri7u5fKv/AvSZKQJAkLCwuSk5NJT0/HxsYGuDPmycDAgLlz5zJ48GCmTZtGo0aNcHFxwcbGhlu3brF161ZWrlxJvXr19HwmlVNxcTFFRUUUFRVx+/Zt4N9F7xUKBXXq1OHXX39l5MiRfP/990RHR2NsbCyPrZ42bRqpqany70S4l62tLWfPniUtLQ07Ozt59r6NjQ3h4eEMGDCAuXPnEhwcjKurK1ZWVtSuXRtPT0++/vpr6tSpo+9TqDCip+85oRsXUlxczLZt28jKyqJRo0YYGhrKPR12dnbY2try559/UlRURJs2bbC3t+eFF17Ay8tLjCF5RIaGhnh5eVG7dm0sLCzo1q0bq1evZs+ePdja2uLl5VWq4DAwMECtVssD4YuLi8UK/GWQJAlzc3MKCwsJDAzE1dUVuPOBeeXKFWJjYxk0aBA1atQoNdHA0tISe3t7bGxsRH4fQKFQoFAoMDExITw8HDs7O4KCgpAkCaVSKS/L0rhxY9asWcOlS5fo1KkTDg4OWFhY8MEHH4iC7wEUCoW88kF4eDienp54e3uXet/KygpPT09WrlzJ7du3CQsLKzUeuOQYNOFemZmZLFmyBFdXV/z8/ORx0rrVEVq2bMncuXMpLCykZcuWNGnShI4dOxISEoKVlZW+w69Qouh7Tug++GrVqsXRo0eJi4tDrVbj4+Mj3wUplUpcXFy4desWMTExDBgwAENDQz1HXnXpJmfoeuzKKvx8fX0BmDRpEg4ODtjZ2cnfL8ZMlk2Xl5CQEHmfV91rCQkJrFu3joEDB2JlZSW//uuvv+Lr61tq1rnI7/1JkiS3BbNmzcLDwwNvb2+58JMkCSsrKzIzMzl06JA8+7xhw4alrmHh/hwdHbl48SLz58+nYcOGpSYUKRQK7O3tuXjxIklJSXTr1k0sev0IfH19SUpKIioqivr168s3hrrCz9ramtzcXHbt2kXHjh0xMTGRd5uq7u2CuIKeI8XFxZiYmDBp0iTUajVTpkxh7dq18lp9uoWA3dzcsLe3F70gT4GukdYV1ra2tkRHR2NgYMCvv/7K+vXrGT58OOvWrRPr8T2ish7L5uXlYWRkVGqs09tvv82yZctET/Uj0H3w9e/fn9atW/Phhx/y22+/3fPB6OLiUmorK6H81Go1gwcPlofS7Nu3T+6BliQJIyMjvL29uXnzplik/TG8++67+Pv789FHH7F79275dV27YWNjIw9j0LXT1b3gA1H0VUu68SF3b5VWcnHaqKgo1Go1v/76K7NmzaKwsFAeC3XmzBnUavVztxF1RdMVfnZ2dqxduxYDAwPGjh3L9evX2blzpzypQHg0kiTJ13p+fj6GhoZyb9Pw4cNJSkpi9+7dqFQqsX3gI6pbty4jRoygVatWjBkzhkWLFpGRkSG/f+7cOZydncUTgUeka6ObNm3KO++8g5OTE++88w5btmwpteh9SkoKbm5uYtzpY3Bzc2Ps2LH4+vry/vvvs2rVKnkHJLizh3StWrWeuzZXIYldx6uV3NxcJkyYwKBBg6hfv/493dVarVa+K8/NzeWjjz7ixIkT8npG6enp7Nixg2XLlsmPHoXHo8t9ZmYmNWrUuOf9wYMHU1BQQFRUlFwQisa9/HT51Q1wBzh06BCjRo1i4cKF/PLLLyQmJrJx40YMDQ1Ffu+jZJtQUkFBgXwjmJCQwIIFC1ixYgUhISHY2dlhYmLC77//ztKlS0Vb8RhK5vfMmTP8/PPP7Nq1i65du2Jra0thYSHr1q0T+X0MutwWFBSQmJhIeHg4mzZtomnTpnKht2XLFpYsWfLc5Vb09FUzW7ZsYcOGDUycOJFz587Jj2PgzrR1lUrF5cuXGTp0KGlpafz888/83//9H76+viQmJmJpacnKlSufuz+Ex1XWXaLu8YxCoSA2NpZXX331ns3p33jjDVJTU+VlQ0RBUj66maW6/P7++++MGDFCfvylVqvJz89n8ODBpKSkiIKvHHQF3/Xr14F/t2g0MjIiKSmJV199FRMTE77++mvCw8OpXbs2Go0GU1NTVqxYIdqKB7hfn4ouvwkJCQwcOBB3d3cmTZrEpEmTuHHjBidPniQzM1PcfD+GktfumDFjMDU15ccff2TChAk4Ojpy6dIlDA0Nn9/cSkK1s2DBAql169ZS//79pbNnz0qSJEmFhYWSJElScnKy1KJFC+nLL7+UXyupuLj4mcZalelylZOTI3399ddSYmJiqfe3bNkihYSESIsWLSr1+sWLF6VBgwZJBQUFkiRJZf4eBEkqKip64PtbtmyRGjVqJC1ZskSSpH9/H6NGjZIGDhwo8vsIfv75Z6lNmzZSfn6+/FpKSorUpk0b6cMPP5SKi4vl/Ory+bDfz/OuZH60Wu09+UpJSZHatWsnffDBB6Vez8nJkSRJKvW7EEormcuyrsOUlBSpZcuW0scffyxptVr59eLi4jJ/F88TMXu3GiksLESlUtGwYUO0Wi179uzh77//JiAgAHt7ezIzMxk8eDCNGzfm22+/le/wpRKPgJ+HgaxPg67XtLi4mHPnzvHVV1+RlZWFj48PVlZWxMfHM3z4cMaOHcvAgQPl75MkCWtra3r27FlqL16hNN0jx+zsbKZNm8bvv/9OfHw8Pj4+GBkZceLECYYMGcLnn39O//79gX+v3Tp16vDWW2+JHtRy0l3Dhw4dwsfHB1dXV9LT0+nTpw+tWrXi+++/l5dxgX+XdCn5mlBayUfm06dPZ+nSpaxduxZLS0tcXV25desWbdq0oXPnzkycOLFUHg0MDOQlRkR+71UytwsWLGDdunWkpaXh4uKCsbExWVlZDBw4kLCwML777jt5tnnJa/Z5ngUtir5qQpKkUuNygoODKSoqkgu/Bg0aULNmTVxcXBgyZEipi140LI9Gq9ViYGCARqPhiy++4Pz581y9epUjR45w7do1goODqVOnDs2bN6ddu3alvvfuXD/Pjc/9SP9bFiQ7O5vu3buTmJhIcnIyW7Zs4cSJE3h4eFC7dm3CwsLo1KlTqe9TKBQ4ODiIdfjKSZfrunXrsmbNGm7cuEHnzp0xNTWlZs2aDBs27J5rVtwgPpzu73rUqFEcOHBA3lu3Xr16eHh4YGpqioODA+++++49bYDI74Pp8jVy5Eg2btzI9evXiYmJIS0tDS8vL9RqNfb29rz55pvP1azc8hJFXzWhu6g/++wzNm/eTIcOHe4p/IKCgggKCip1vPDolEolubm59OrVS+6169SpE9bW1sTGxnLmzBmaNGkilmB5DCV7UOfMmYOZmRnz58+nS5cuhISEEB0dzcGDB2nUqBEvvPBCqe+9X3Ei/OvuLed0a0iamJigVqtZvHgxnp6eeHh4ULduXZHDJxATE8Off/7JggULaN++PZ07d8bd3V2+OdEtGiw9B2vDPQ0lF1o/cuQI27dvJzIykl69euHu7s6cOXO4ceMGwcHBBAcHl+rhE/4lir5qJCMjg7/++ot169aRnp5Oq1at5MJv9+7dHDx4kICAAOzs7Er9AQmPbu3atfz1119MnToVX19fnJ2dadiwIXXq1GHZsmUkJibi7+9f7Vd3f9qUSiU5OTmsWLGChIQE2rdvj5eXF+bm5ri5uRESEsKKFSu4cOECnTt3RqVSiYb9EegKvilTppCUlISfn5/8mkqlYu/evSgUClq2bCnaiCcUFxdHYmIiAwYMwMDAoNQjxqSkJDZv3kz9+vVFb3856a7FGTNmcPbsWVxdXWnbti3m5ub4+fnh4ODAvHnzuHHjBt7e3lhbW4vrtwyi6KvC7m6UTUxM5LvHyMhIbt68SevWrQkODkar1bJ3716OHTuGr68vDg4Oeoy86rk71ydPnmTbtm106NABR0dHAIyMjHB2diYzM5O1a9dy69Yt/Pz8ylyuRbi/9evXM27cOOLj4wkLC5Nn2EmShJOTE66uroSHh2Nra0uDBg1Ew/6Ijh07xsyZM4mJieHw4cPk5eXh6+uLnZ0dkiQxa9YsOnTogK2trb5DrZJ0val79uzh+PHjdOjQgRo1ashDDhQKBcuXLycmJoYuXbqU2iVGuFfJtvfo0aNMnz6d06dP4+npSWhoqJxvXeEXERFBZmYmHh4eYn/iMoiir4rS7aIBkJqaKu/FaGFhgaenJwqFgqioqFKFnyRJbNiwgcTERDp16iQGCpeTbtxTyZ0HUlNTWb9+Pfb29tSvXx9jY2PgTuGnUCjYt28fp0+fJjk5mS5duugz/Erv7p66+vXrY21tzZ9//smVK1cIDAzEzs5OPsbMzIwtW7bg5ORE8+bN9RV2lXH3I10nJyd69+5N06ZNiYuLY9euXcTExFCrVi28vLxIS0vj7NmzNGvWTEyCKYe786v72s7Ojnnz5pGRkUFYWJg8QQPg5s2b7Ny5k169epXaPUYoTdf2wp0816pVCysrK06fPk1cXBxNmzaldu3acmHo5+eHo6OjvOFAixYtxLjeu4iirwrJy8tj06ZN+Pr6yhfy2LFjWbduHfXq1ZN3IbC0tKRu3bpIkkRUVBQajYawsDCCgoIwNzdn0KBB2NraioKvnBQKBQUFBbz++uvExsbSo0cPPDw8yMjIYPHixTg6OuLu7i4vtJqcnIyxsTFDhgxhxowZ2NraEhAQoOezqJxKjuHLz8+noKAAQ0NDGjRogKmpKevWrSMzMxNXV1f5+jYwMGDp0qUEBATQuHFjPZ9B5VZypuPKlSvZuHEje/bswcbGhkaNGtGlSxe8vb2Jj48nOjqaf/75h5s3b3Lr1i1efPFFzMzM9HwGlVvJ/G7bto1du3aRlJSEUqnEy8sLCwsL5s+fz40bN6hXr568FeCqVavIy8vj5ZdfFruZPIDuM+qrr75i8eLFdO3alfr162NjY8M///zD+vXrCQoKolatWnLhV79+fZydnenYsaPYB7oMouirIjQaDX379mX9+vWYmZkRGBgIQHx8PKtXryYjIwN3d3f5IrewsMDNzY1Dhw6xbds2Ll++TPv27QkMDEStVuvzVKqknJwcTp8+zb59+zh58iSdO3emZcuWxMfHs3jxYhQKBaampqhUKqZNm4aVlRVdu3bljz/+wMbGhrCwMH2fQqVTchb0uHHjWLhwIRs3buTkyZNy77SpqSmLFi3i+PHjGBgYcOnSJWbOnElmZia//PKLGA/1ACVnL48cOZLt27dz/fp1Tpw4wcKFCzE3NyckJAR3d3d69OiBvb09Wq2WrVu3cu3aNQYPHiw/QRDuVTK/o0ePZsOGDRw+fJjt27ezZs0aPD09ad++Pba2tixYsIDdu3eza9cuduzYwaZNm5g8eTI1a9bU81lUfnl5eVy6dIkNGzYQHx9P27Zt8fHxwcbGhpMnTxITE0PDhg1LFX6+vr7i0e59iKKvCsjJyaFZs2b4+vpiYWHBnj17kCSJoKAgQkJCqFGjBgsWLODWrVt4eHjIhZ+VlRWJiYkolUpOnDhBt27dMDMzEz185XD3GD5jY2OCgoLIycmRZ+h26tSJtm3bkpaWxoIFC9i4cSOrVq2isLCQKVOmYGlpyZYtW/Dx8blnpunzruSyLL1790alUtG4cWNyc3PZu3cvq1atonXr1rRq1YoaNWqwZs0a4uLiMDc3x8fHhx9//FFeh08UfmXTXb9ff/01p0+fJjw8nKFDh9KiRQu0Wi0RERGYmZkRHBwMgI+PDy1atKB9+/YMHTqU2rVr6zP8Sk+X34kTJ3L69GmmT5/O8OHD6dixIydPniQ8PJyuXbvStm1bwsLCiI+Pp6CgALVazbfffou3t7eez6ByurvtNTAwwMvLCzs7O6Kiojh37hzt2rXD19cXtVrN8ePH2bRpE35+fuKaLY9nuhS08FiuX78uTZo0SZIkSbp27ZrUs2dPqVWrVtK8efPkYxYsWCD5+PhI7733nrwLhyRJ0vjx46WNGzdKWVlZzzzuqi4/P1+6dOlSqdfS09OlSZMmSUFBQdKYMWPk12NjY6X58+dL0dHRUnZ2tiRJkvTjjz9KLVu2lJKSkp5l2FWGVquV/vOf/0gjRoyQd8+QJEn6/vvvJR8fHykuLk5+bfHixZKPj4/05ZdfSufOnZMkSewIcbfCwsJSu48UFxdL169fl1566SVp7dq1pY69ceOGNH78eMnHx0fau3dvqe8Ryi8tLU3q3r27FB0dLb925coVKTQ0VPr6668lSfr3OhU7xDxcyXYgPj6+1HsZGRnS4sWLpYCAAGn06NHyjiW//fabFBYWJnXp0kXKy8sT1/BDiJ6+Sk6SJMzNzeXHgxYWFoSFhbFjxw727dtHcXExQUFBNGzYEAsLCxYtWkRiYiKZmZn8/vvvbN68mffee0/MxHtEWq2Wfv36sWPHDvz8/OTeU1NTU/z8/MjOzmb16tUkJSXx4osv4uXlRVBQED4+PowZM4aIiAiOHDnC7NmzqVu3rp7PpnJSKBRERETg6elJ69atUSgUbN++nSlTpvDVV1/RpUsXrly5gqWlJYGBgZiYmBAREUFWVhZ16tQRM9BLKCwspF+/fuTn51O/fn1UKhUKhYJr164xa9YsOnfujJeXlzwZyczMDDc3N44cOcLly5dp06aNmNj1CKT/TT66du0aM2fOpGXLlvj7+3Pp0iUGDhxImzZtGD9+POnp6UyZMgVvb2/Mzc3lHIs8/ysnJ4eoqCiCgoLkx+Xffvstc+bMwdPTExcXF+DO0xZ3d3esra2JjIwkOTmZVq1a4evrS506dXjjjTewsbERuX0IUfRVcndfwFqtFisrK1q0aEFcXBz79u1Dq9USHBxMw4YNcXBwIDY2lr/++ovLly8zY8YMPDw89BR91SKVmEWqVCoxMjJi5cqVXLlyhbp165Yq/IKvkiFaAAAgAElEQVSDg4mLi2Pv3r0cOHCAnj17AnDmzBmSkpIIDQ3lo48+EgUfkJKSwrFjx9i1axdmZmZYWlqiUqnQaDTMmTOHmjVr0r59ezZv3synn37K2LFj6du3L2fOnOH999/Hy8uLWrVqERwcLA+MLyoqIiwsTMzM+x+VSsWpU6dYuHAhDg4OeHt7o1KpsLa2ZuPGjaSkpNC9e3dUKpVc+KnVav78809yc3Pp2bOn+LC8j6KiItLT0/nrr79ITk5Gq9ViZGSEkZGRnN/bt2/TrFkzBgwYQMuWLRk/fry8dNb27dsZPny42B2iDLqx6hs2bJAnHAJcuXKFHTt2EB8fL+8kBXcKvzp16pCQkMDmzZs5c+YMHTt2xMvLS6yJWk6i6KtilErlPYXfgQMHMDExwd/fHz8/P1q3bk3v3r0ZOHAgrq6u+g65Urt27RqZmZlYWlqWWh1fkiTq1auHq6sr8+bN4+rVq6UKPyMjI44cOYKLiwvm5uZ06NABhUKBvb09rVq1okGDBqIRAv7++28++OADtm3bRmxsLFevXqVt27byh2ZWVhaLFy8mJyeHadOm8fHHH8t76Z44cYJ9+/YxdOhQTExMUCgUNGzYEGtra7p27Sp6+u7Spk0bsrKymDJlCo6Ojnh6emJoaCivC5ecnEz79u1LFcrbtm2jVq1ahIaGih6oMmRnZzNu3DgiIyNZvHgx27ZtY9GiRZw5c0Yea6ZUKomMjGT+/Pn06NGDcePGyXnctGkTpqamtG3bVvSk3iU3N5ewsDDq16+Pn58ff/zxB1evXpV7Te3s7Fi/fj3nz5+nVq1acuFnampKUlISKpWKhIQEOnbsKM+KFh5OFH1VUMnCLzQ0lN9//50zZ87QuXNnjI2Nsba2xsbGRiy38BD//PMPnTt35vTp0xw+fJjAwECUSqW8NplCocDLyws3N7d7Cj+tVsu2bdt49dVXGTZsGEqlUkwquMvhw4cZOnQoffv2ZdSoUXz66ac0b94cGxsbubi2sLDgwoULbN68mR49evDee+8BUFBQwKRJk7CxsaFXr16lFrZt0KCBGK5QQsmB76GhoWRnZzNlyhScnJzw9/fHxcWF3NxcYmJiOHHiBPXr1yc1NZWoqCg2btzI+PHjxRJOZdBoNLzyyitYWFjQs2dPxo0bR58+fXB3d2fHjh388ccfODg40KtXL27fvs3FixextrYmKCiI5ORkFi9eTHR0ND/88IO8H7TwL0mS0Gq1fPPNN4SEhHDu3Dl27NghF366BcM3bNhwT+G3detWQkND+frrr8VqFI9IFH1VlK7IUKvVBAcHM23aNJo0aUKdOnX0HVqVceDAAbZs2SKPxZk+fTpJSUlYWlri7OwsH+fl5SX3+B09epSEhAS5CPzoo4/kPR7Fo8Z/JSYmMmbMGN544w1GjBiBg4MDRkZG8hIgug9ABwcHPDw8SExMZPv27aSnp7N//37mzZvH9evXWbhwobyOnyio/1VyKILu/7qbDl3hN3XqVGxsbAgJCcHf3x8LCwu2bdtGREQEO3fu5OLFi8yZMwcfHx99nkqlpNFo6Nq1K35+fvz000/Uq1cPMzMzLCwsaNCgAd7e3pw7d47Y2Fj8/Pzo3r07xsbGbN26lTlz5rB7926SkpKYPXu2vKOM8C+tVouhoSFNmjQB7vTeNWrUiAsXLpRZ+MXGxnLo0CFSU1PZvn07mzZtYvTo0eLm7zGIoq8K0TX0xcXFAHKRUVBQwK5du+jatau8JZjwcG5ubpw+fRoTExMmT54M3BmTN2PGDHkyTP369ZEkCW9vbwICAti8eTMJCQlYW1uzaNEiDAwMREFSgu4a3bp1K2lpaXz44YcYGRnJuxbcunWLnTt3MnXqVBYvXsyJEyfo1KkTHTp0wNTUlN9//53CwkJcXV2ZNWsWhoaG8gLOwh0ajYZhw4Zx+vRpLl26hFqtxszMrNQiv6GhoWRmZjJt2jSsra1p3LgxgYGBvPLKK9SrV4/evXvz+uuv4+bmpr8TqaQ0Gg19+vTBy8uLGTNmlNpJA+4U2c7OztSsWZO4uDiSk5Pp3r07AQEB9OnTB39/f/r06cNrr70m8nsfd7eXxcXFWFhYEBISQnx8/D2Fn7Ozszzc4+bNm0yfPl2Ml35MCkmSJH0HITyYbtX37OxszM3NAdi7dy8ajYb69euzatUqVq1axerVq0XR9wgkSWLKlCnExsaycuVKrKysuH79OleuXOHtt98mIyODwMBAunTpQseOHXFyciI7O5v8/Hx5M++ioiKxVVUZJkyYwIEDB4iOjpaHGZw7d47vvvuOw4cPY2Vlhbm5Oenp6Xh4eDBnzhzUajU5OTmlhiWI/N5r8uTJzJkzB1tbW3JycrCzs6OoqIh27dpRv359GjVqhIuLCwqFgvDwcCZPnsyECRPo2rWrGPJRDr/88gvh4eGMGTOGAQMGYGlpWapnteTXS5Ys4ZtvvmH9+vVi3b0npLt5TktL45tvvuHw4cP06tWLMWPGAHe2vgQwNDQUCy8/AdHTp2eFhYVoNJr7brqt+9C7fPky/fr1o379+pibmzNkyBBWr17N9u3biY+PZ+bMmbi7uz/j6KsuXcPt5+dHRESEPHPM3NychIQEVq5cyccff0xqaipxcXEsX76c1NRUPD09qVmzptzjKnqgynbs2DH+/PNPbG1tSUlJISYmhnHjxpGVlUWPHj2YMmUKffv2Ra1W89tvv8mFim6pEUA8Mr+PZs2acenSJS5evMjHH39Mx44dcXR05PTp0yxfvpzffvuNlStXkpSUhL+/Pzk5OcTExGBnZ4enp6cooh+iWbNmnDlzhhUrVmBoaIiXlxempqZym6Gb6CVJEra2tkRHRxMYGCiKvieka1PNzc0JDg7m1KlTHDx4kLCwMKytrTE3N8fCwkLsVfyERE+fHuXm5jJ8+HD8/Px466237js+ISUlhddff53Q0FDGjRuHUqkkISGB5ORklEoldevWFT18j0HXg/rDDz+wb98+1qxZw2+//caYMWP48MMPeeuttwDYtWsX69atIyUlhaVLl4pHuQ9Qcvbz66+/zoEDB+T3Xn75Zbp161ZqS7pbt24RGhrKxIkT6dGjhz5CrlJK9ny++eabnDt3js8//5xOnToBcP36dc6dO8eWLVtITEzk8OHD1KlThwsXLuDs7ExMTIzYWu0BSuZ3xIgRxMXFMXLkSAYOHIharS7VywfI66R+8cUX9OnTR19hVyu6dvny5cu0a9eOn376iW7duuk7rGpD3PLpUVxcHIcOHSIhIQELCwsGDhx4T7d1bm4ugwYNomnTpvLaT8XFxbi5uYnxIk9I14vUtm1bVqxYwaeffsqGDRv4+OOPGTZsmPy4oUWLFrRo0aLUmEpR+JWtZH4WL17MypUrMTY2xsHBgaZNm8rH6Rr28+fPU69ePdFLUk66recMDAyYN28ew4cP58svv0SSJFq2bImDgwMODg5yYX327FmuXr3Kjh076N+/vyj4HqJkfmfOnMmIESOYMWMGwD2FnyRJHDx4kJo1axIUFKTnyCuvuwvlu9+DO+2Gbtyvrl22srKiXr16YjmWp0w83tWjuLg4FAoFnp6eLF26FGNjY/lRgo6hoSGNGjWif//+98zWE56OWrVqkZyczNq1a/nggw/kHr6786xr6EXB92All1fx8/PDx8dHng2te12pVFJQUMA333yDpaUlgwcPFtd1OZVcHqh79+4cOnSIFStW4O7uTp06deSequLiYuzt7XFzc6N169ZipmM5lcxv165dOXXqFCtXrsTExOSeR72RkZHy0i7isWPZSt4sl/wb1xV52dnZGBkZoVQq2bFjB7t27cLQ0JDly5ezb98+3n33XWrUqKHHM6heRNGnR1u2bEGtVvPdd9/JY0hKFn66PxaxxlPF0TVEmZmZ/P333/Tr1w83N7d7Gigd8XsoH12edHksOR6qsLCQhIQEPv/8c65cuVJqFrTIb/noimaVSsVLL73Evn37iI6OxtXVtVThJ/L5eErmt2vXrhw/fpxVq1ZhamqKt7c3pqam/PrrryxdupSpU6fK68cJd+Tk5DB79mxWr17Ntm3b8PDwwNbWVm4HSo5Vb9u2LfXr18fe3p5PPvmEtWvXsnPnTlJSUpgxYwaenp76Pp1qRYzp06OlS5dibm4uj2V677332LJlCyNGjOC1117DxsZGPEqsILrGJzk5WW6w+/Tpg4mJCZGRkXqOrurT5TclJUXu5Vu4cCFRUVGo1WpUKhUmJibMnTtXXpZFTDAoP93j8YyMDHnnl+HDh3P8+HEmTJhA69atMTY21nOUVVdZ+dWN8fvoo49IS0sjKiqKZcuW4e/vr+doKxeNRsOrr76Kk5MT+fn5XLlyhczMTKKioqhXr578mZacnMybb75JkyZNGDduHCqViuvXr3Pz5k0KCgpwdnYWvdMVQPT06YHuA1G3zZdSqUSpVNK5c2fOnTvH8uXL5R4/3RILZ8+exdLSUnwwlkNqaioFBQX3fdyiy/+WLVsYOXIkLVq0wM7ODiMjIzZs2ICTk5MYY/YAj5LfESNG0Lp1aywtLUlMTCQrKwtvb2/atWvHJ598UmoMlXDHo8zoHzBgAF5eXri4uNC9e3f+/vtvZs+ejb+/v9hz+z4eN79du3blzJkzREZGcv78eZYsWSIKvrsUFRXxySefYGtry9SpU+nVqxeNGjXi4MGD7N27V97/ubCwkN69e9OoUSO+++47lEqlvFafvb09Tk5OYnmhiiIJFS47O1vasmWLlJWVJb9WXFxc6pjCwkL569GjR0s+Pj7SlClTpLy8PGny5MlSy5Ytpdu3bz+zmKuqM2fOSC1atJAmTZok3bx5877HxcbGSo0bN5aWLVsmv5aamir5+vpKkyZNehahVklPkt+yFBUVPe0Qq7ScnBxp4MCB0vfffy+lpaXd97jk5GSpbdu20pdffikVFxeXyuN7770nXbhw4VmEW+U8jfx+/vnn0j///PMswq1yUlNTpe7du0tbtmwp9frPP/8stWjRQkpPT5dfS0xMvOdzUKh4ouirYIWFhVL//v0lHx8fKTo6WsrJybnvsSUbltGjR0t+fn5Sr169pIYNG0pHjx59FuFWWbrGY8GCBZKPj4/UpEkTacqUKWUWJteuXZNeeOEFKTIyUn5Nq9VKkiRJO3bsKFWAC3c8aX5L/gzh/mJjYyUfHx8pNDRUmjp1apn5zcnJkVq3bi199tlnpXIqrtuHE/mtWElJSVLDhg2lJUuWSJL0b852794thYSESPHx8ZIk/dveCs+eeKZSwQwMDOTxCRMmTKCwsJCePXuW+WhM1+1taGjI1KlTadWqFSkpKSxbtkzs3/gQugHr586do2/fvhQUFDBz5kwAeXykjqOjI2vXri01+Fo3brJly5aA2Anibk+a35I/Q7i/lJQUmjdvjlqtZsaMGUiSdE9+TU1NmTZtGn5+fqVyKq7XhxP5rVi2trbY2dnJj2Z1OcvPzycnJ0feKlCMU9cfcRVXsAsXLnD16lUmT57Mxo0bmThxIsB9Cz/dH8Xs2bNJT09n9erVYnzZIygoKMDDw4Nhw4aRlZV1T2Ei/W+82cNm24kGvmxPK79C2dLS0vDw8OCLL74os7DW5VeMJXs8Ir8VR6vVYmZmxtq1a+X1IKUSa/SZmJjcU+wdOnQIV1dX7O3tn3m8zysxkaOCpaens3v3bgYMGEBoaCipqanMnz8fOzs7vLy8Sm2SrhMTE8O3335LdHQ09erV00PUVZMkSVy/fp2AgABq1apFly5dypwYI5YGeTwivxUvOTkZZ2dnfH19RX4rgMjv05OTk0NcXByOjo7yOnuSJJWaNa4r+o4dO8aRI0cYOnQoRkZGAPz0009MnjyZ/v37i0kbz5Ao+iqYjY0NDg4OBAYGYmZmRsOGDblx4wYLFizAzs6OunXr3lP4ubi40Lt3b9HD9xAl7yJL3qE7ODjIiyjfPSO6bt26mJuby6vp29vbi/1d70Pk99mRxIz+CiXy+3QVFRUxZMgQ5s+fj4uLCx4eHhgaGpa5oD3AqVOn2L17NwMHDsTY2JipU6eyaNEi5s2bJ/aMf8ZE0fcU5ebmsnHjRuLi4sjIyKC4uBgbGxs8PDzkFd7Nzc0JCgri+vXr9xR+kydPJjs7G19fX9Rqtb5Pp1I7ffo0u3btok6dOhgZGZXaLUOlUpVaVb9kw25ubk7dunV599132bVrF3379hV39WUQ+a1Yd/eS6PKrUqnkXpOy8mtsbEzDhg2ZPn06P/74o7y2pFCayG/FUiqVLFu2DCMjI2JjY+/bgaFz4cIFtm/fzrBhw5g7dy7h4eEsWbKEgICAZxy5IIq+p0S3Fc+JEyc4d+4cS5cu5ciRI+Tn5xMYGIhSqaSwsBCVSnVPj5+LiwubN29mzpw5DBkyBEdHR32fTqWWnp5Ov3792LRp0wPvMu9u2C9cuMCKFStYu3YtkiSxYsUKcRdfBpHfilXeXhKlUilvVaUrTFatWsWOHTuIi4tjzpw5uLq66uksKi+R34p34cIFIiMj+fHHH1GpVERERDyw8MvNzSUuLo79+/cTExMjCj59ekazhKu1goIC6bXXXpM++OADKSMjQ5IkSdq/f780bNgwqUGDBtIPP/wgH1ty2v/169elL774QvLx8ZEaNmwonTp16pnHXhVlZWVJHTp0kHr27Cn5+flJS5YseeBSOPn5+fLX/v7+Uv/+/eXfg1iG4V4ivxWvd+/eUrt27SR/f/+H5regoED+umXLllLjxo3FOnEPIfJbsc6fPy91795dunz5spSWliZ98sknkp+fnxQVFVVmrnNycqRGjRpJPj4+Ird6Jnr6noK0tDRWrFjB22+/jZeXFwC1a9fG39+fvLw8oqKiyMnJITQ0tFTviLm5Ofv37yc+Pp7o6Gh8fHz0fCZVw5EjR9i2bRvTpk1Do9HIE2Pud5epUqkoKipi1KhRFBUVsWrVKrETxAOI/FasR+0l0Y2JnD17Njt37mT58uWirXgAkd+K96hj1Q0NDfHx8WH06NHUrVtXj5ELokV+QpIkcevWLeLj4+XHB7oPOw8PD9566y0UCgVRUVE4ODjwxhtvyB+E//3vf1m2bBnLly8XfwiPoLi4GDs7OxwcHPjoo4/QarV8//33SJJEr169ylwKZ8aMGZw9e5bNmzeLguQhRH4rliRJ2NnZ4ezszPvvv09eXt5D8xsTE8Ovv/7KqlWrxASvhxD5fbpyc3PZvHkz165dw8vLCzc3N+rWrUu7du3kv3N7e3vGjh0LUGpZMjMzMyZPnkxwcDCtWrXS52kI/yN6+p6QQqHAzs6OPXv2cPjwYVq2bImFhYU87b9GjRq4ubmRmJjI4cOHadSoETY2NuTn57N+/XrGjx8vxjY8IhcXF7y8vKhTpw6mpqYEBQU9dEZ0gwYNGDJkiChIykHkt2KJGf0VS+T36XlaY9Vff/11MVa9khBF32PIyclh5syZrFmzhq1bt8pTznfs2IFWq8Xf3x9jY2O58LO2tsbBwYEFCxYQHByMl5cXBgYGvPjii9SsWVPPZ1O5nTlzhpUrV7JmzRpu3bqFVqvF0dERJyen/2/v/mOqqv84jj/vvSi/1OL+0C0wE28omg6LSqik2vwrqvUPzVFd0CAYudaK2mrrr9rcWi7BQUp1/ZEgkCt2tbbK1j+1MLJsUzdwZWKJZNCuBIP743z/cBxEKaUvx3uV1+MvYVd2zst5eJ/Peb8/x2zCnmgiOjs7G4fDwbp163C5XCxatMh8qbe2EBmjfK2liX5rKV/rhEIhysvLufnmm6mpqaG0tJQ777yTY8eO8eGHHzIwMMA999xjtneMZp2Tk0MwGKS2tpajR4/S0tKiza7jiIq+SRoYGODxxx8nGAwSDAY5cuQIn332GRUVFfT29rJ3715mzZpFVlYWiYmJ5n+GjIwMvvjiCxwOB/fddx+g11JdTkdHB6WlpUQiEf766y9aW1v5/vvvGRoa4vbbb5/wLrO3t5cdO3bgdDqpqamhs7OTV1991SxElPkY5WstTfRbS/laS73q16kYDpFcc0KhkFFRUWFUVVUZ4XDYGBoaMjo7O401a9YYlZWVhmEYhs/nM3Jycsa9zHv05dLFxcWXvIReJtbT02OsWbPG2LZtm5nfd999Z1RWVhrLli0zNm7caH72wgnRvr4+4+WXXzYWL15sPPLII+ZknqZIx1O+1tJEv7WUr7Wi0ahx7NgxY/HixcbXX39tGMb4HLu7u43XXnvNWL58ueH3+8f93Y0bNxrLly9XtnFKjTeT0NfXR09PD88++ywOhwOHw4HX66WwsJDm5mZGRkbYvn07lZWVNDU18eOPP/Lcc89hs9n46quv6Orq4o033oj1aVwT+vv7ASgoKMAwDAByc3NxuVx4PB78fj92u53q6upxfWRpaWmcPn2aZcuWmfvEqcfsUsrXWn19ffT391NRUcGcOXMAuOuuu3C73Wzfvp333nsPwzB46aWXxmXo8XhISUkhNTWV5uZmDXj9A+VrLZvNxpIlS1i5ciX19fVkZWXhdruJRqPmk6uSkhJ6enpoa2vj3nvvxev1Mjw8TG9vL7t27WLp0qWxPg2ZgK7UkxCJRPjll1/o7u42v3Y4HOTm5uL3+zlx4gRZWVnU19fzzjvv8OWXX1JUVMSCBQtwOBz4/X5t9vkvjAte+9Xf38/JkyfNHrHRi/bChQspKyvDMAwaGxu56aabKC4uJiEhAcMwWLt2Lf39/ezbt08FyUWU79VhaKLfUsrXGoODgzQ0NPDbb78BUF5ezgMPPMDOnTvZvXs369evN4cU7XY7CxcuZN26daxfv57Ozk68Xi+JiYm8+eab2O32GJ+N/BP9y0xCUlISbrebtLQ0YGx/p1AoRCgUIjU11fxsRUUFjY2NfPTRR2zbto0PPvhAdz6XEQ6HzT/ffffdZGdns2nTJvr6+khISCAajQKQkZGBz+dj5cqVBAIBfv/9d+B8U/dtt91GIBBgxowZKkguonyvjotXSc6ePXtJviUlJeTl5dHW1sbx48cBtEpyhZTv1BsYGKCoqIgffviB06dP8+2331JVVcXq1atZtWoV77//Ps3NzQwMDJj9e3D+OpKVlcXhw4fNn6WCL75pkGMSkpOTefjhh8nJyQHGVk5OnjzJgQMHWLt2LXPmzDGndg8ePEh6ejrp6ekT7g0lY44ePcrbb7+N3+/n888/JzMzE8MwOHDgADabjaVLl46biHY6nXg8HrZu3UpBQQHz589nxowZrF69etzKlZynfK2liX5rKV/rhMNhnn/+eZxOJ/X19Tz00EPcf//97N+/n66uLjZv3kx7ezuBQACbzcatt95KamqqmXUgEOCOO+5gxYoVsT4VuQIqySdpdJUPMHuhgsEgs2bNMntL7HY7b731Fq+88kpMjvFac+jQIUpLS7HZbHg8Hn7++WdeeOEFCgsLycvLo6GhYcK7zLy8PDIyMjhx4sQlP1MFyRjlay2tklhL+VprtFf9sccew+FwkJSUZPaqHz582OxVX7VqFU1NTVRXV/PTTz9x5MgRamtr6erqMnekkPinK/f/YfQCMjIywtDQkPl4oaamhp07d7Jr1y7mzp0by0OMe319fbz++us88cQTbNiwgWg0yvHjxykrK6OhoYFNmzbh8/nYsmULwWCQJ598ErfbDZz/ZZCcnIzH44nxWcQv5WutcDhMdXU1t9xyC5s3byYUCtHd3U1VVRU1NTXU1dVRUlLCli1bGBwcpLi4GKfTafZFpaSkMH/+/FifRtxSvtZTr/r0oqJvCiQlJQEwe/Zs6urqePfdd2lsbNSGlFfg7NmzBINB8xU9drsdr9dLQUEB7e3tAOzYsYMNGzawd+9eDh48SHl5OdFolNbWVhISEnjwwQdjeQpxTflaSxP91lK+1ptsr/rTTz9NV1cXKSkpzJ49G6fTGZPjlv9Ga91TIDMzk+TkZMrKyqirq1PBNwnhcJhTp05x6tQp82u73U5ubi7nzp3jzJkzANTW1lJWVsbMmTPNu/xIJEJLSwsOh4NIJBLL04hbytdaE62S2Gw2cnNzGRwcNB+N19fX89RTT3Hu3DmKiop48cUX+fTTT7VKchnK13ppaWm0trby6KOPAmNtSzabzVzQAMwnWR0dHbhcLhYsWKCC7xqklb4pMHfuXP788096enr4+OOPWbJkSawP6Zrhcrnwer2kp6cDY71if//9N5FIxOyTBPD5fPh8Pnp6ekhKSuKGG27AZrNpqOBfKF9raZXEWsr36ri4V91ms/1jr/r+/fvZs2dPrA5V/k+6kk8Bp9PJ1q1bmTdvHosWLYr14VxT5s2bR0tLCykpKeO+H4lEmDlzJtFodNz+cm1tbeTn55vvyYxGoypI/oXytdboKsnoL83RLCdaJbHb7XR0dJCZmale3yukfK8+9apf3/R4d4rk5+er4PuPLixIRi8wQ0NDuN1ukpKSzILE5/PR1NSEy+UyP69pvMtTvtbSRL+1lG9sTNSrvnv3bm3Nco3TLbzElQvvMoeHh3E4HBiGwTPPPMOZM2cIBALY7fZxq1Ny5ZSvtbRKYi3le/Vc2Kve3t7Onj171Kt+HVDRJ3EpMTGR4eFhIpEIVVVV/Prrr+zbt09vgpgiytdamui3lvK1nnrVr0+6sktcys7OZmRkhMLCQsLhMJ988okKkimkfK2lVRJrKV/rqVf9+qSru8SlzMxM/vjjD2688UYCgQAJCQkqSKaQ8rWWVkmspXyvjvz8/FgfgkwxmzHaGSsSZw4dOsSKFStUkFhE+Vrrm2++0SqJhZSvyOSp6JO4p4LEWspXRGR6UNEnIiIiMg1oEy4RERGRaUBFn4iIiMg0oKJPREREZBpQ0SciIiIyDajoExEREZkGVPSJiIiITAMq+kRERESmARV9IiIiItOAij4RERGRaUBFn4iIiMg08BDUh7UAAAAFSURBVD/6myOAJHEjDQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 800x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(daily,type='pnf',pnf_params=dict(box_size=4))\n",
    "mpf.plot(daily,type='pnf',pnf_params=dict(box_size=1.5))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "### By default, when `brick_size='atr'` and `box_size='atr'`, the atr_length is 14, but we can change this by specifying `atr_length`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(daily,type='renko',renko_params=dict(brick_size='atr', atr_length=2))\n",
    "mpf.plot(daily,type='pnf',pnf_params=dict(box_size='atr', atr_length=2))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "## ----------------------------------------------------------\n",
    "# Using other plot functionalities with price movement charts\n",
    "\n",
    "- Passing in data to the `addplot` argument will have no impact on the outputed plot as this feature is not supported\n",
    "- It is also possible to customize the colors of price movement plots, show volume, and the moving average (mav)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# First we set the kwargs that we will use for the style examples:\n",
    "renko_kwargs = dict(type='renko',mav=(8,20,30), volume=True,figratio=(10,8),figscale=0.75)\n",
    "pnf_kwargs = dict(type='pnf',mav=(4,6,8), volume=True,figratio=(10,8),figscale=0.75)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 539.062x431.25 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(daily,**renko_kwargs,style='blueskies')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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XvupQmmJPL+NeTDJtBobYpaZKni7U6TrNYTQd+XkGDer42XU/VW07gXTNI6dQ2LUnl8tAwMwJiU3TzyveJGTpNu4+SLJK0+Pup0XTh1Gt3Ttob6wzc4qzZ88mJOTROQtDJpOxdetWBg0aZPG4Tqdj+fLlzJ8/n8jISKpUqQLkPD7VarXo9Xpq1arFiy++yOTJk3F2rriFETY5xchDi/BwzwkjrsiRor38spU0SZokTeWrqXmfmcQnpZn+rurjYRolWqPpYMte1J34GnVef9EqTcf6vETlju1oMfddu+4nvSE75x5/YL7pHg9FjxTzUphT3LlzJ8OHDycjIwN/f3+2bdtGu3btTMcXL15M69at8fHx4fjx48yYMYPRo0ezePHiYs/52BCsICUtQ1AHjxFS0jKsqf7YycrSC9/9EipkZekr2pRSI2kRJ46ixVF0CELxWgI7v2d6WfrbGsIGvyoc7/+yYDQai62bcuWGsNu/pXBv8+9Wt5+L2PqltPd4QNi6dWuB8vT0dCEiIkIICwsTXn31VSEwMFCIjY0ttJ21a9cKzs7OglarLZEdZYFdBtpodXremvWj2a8ge0XSIk4cRYuj6ICitZRV7tO640fz8OwlYvceKrKekJ3NjYUrcanhj/+z/7Gq7bw4Ur8UhZubG/Xq1aNDhw6sXbsWZ2dn1q5dW2j99u3bYzAYuH37dvkZmQ+7dIoSEhISudiS+7Q4qnTriO9/niZ83DTu/PirxcjSrLgEzo15j/gDRwme8x5yhaIU1v9vYTQaycoqPAl6eHg4crkcX1/fcrTKHLtN8yYhISFhzZKLvOndgrpMLXJphkwmo9Xqz7j8wSdcnvYxNxatwq9/T1xr10DQ60k6cY6E0JM4u7vS5vvF+PZ6umwF2RHp6elERkaa/o6KiiI8PBwfHx8qV67Mxx9/zMCBA/H39ychIYFVq1YRHR3NsGE5SRDCwsI4efIk3bp1w8PDg7CwMCZPnsxLL71EpUqVKkqWfTpFJ7mcnh0b4yS3/4GupEWcOIoWR9EBRWspbg2iLXlP5QoFzT6bRe3Rw7n/2y5i9xwkJjEZmUKBe4M6NPlkBn4DeqH09iqRDnCMfjlz5gzdunUz/T1lyhQARo0axddff821a9dYv349CQkJVK5cmXbt2nHkyBGaNGkC5ATxbNq0iZCQELKysggKCmLy5MmmdioKKfephISE3VLcyK+09dMjbpnlPnVvUIdqfbqj8HB/LOe0NT9rWSHd4x9hlz9TsnR65q/cQZYDTFJLWsSJo2hxFB1QuBZrR4C25D9NOnWeY/95gSNPD+HmsrXEHzpO7O4DXJocwsHmPbg4eTb61LRi28n72DYvlrTYYp/E48NOnaKBj1ftNFtrY69IWsSJo2hxFB1QtJaiNhC2ZnPhvNzfuodTQ15HrlTQas3n9Pj7IF1Ct/L08d/peno39d8bR+yeg4T1exltbHyRbRUW6JNfi63p6CQeH3bpFCUkJCQgx4HYkvu0OIeTee8+F9+ZScBzfWm/9Tv8+vbAKc/idZcAP+q8PZqn9mzAoMng73fnWGVjYfZZslGiYpGcooSEhN1jyfGUxNnc+nI9zp4eNP5kBvIiUo25BdUieOZk4g8eI+XSVZvty83TmvuvLTZKPF7s0ikqnJ14ZUgns0S29oqkRZw4ihZH0QHFa8nrVNyavGGxvDhidvxJzRcH4+zqWmxdvwG9UFatzIPf91nVdt6RquzfMlmeYxLiQIo+lZCQcCjyOkTN5W9seu/e2u0Inj2FwFdfsKr+0R7/R6X2rWiyYIbV5wjqMpW4xNQS2/g4kO7xj7DLkWKmVsebH/1Aph1v0JmLpEWcOIoWR9EB1mkJ6jIV38qeAPhW9rQ5olPt50va5RtW1dWnppFxJxpVtapWt59rj6+PByqlAl8fDynqVGTYpVPUG7JZ99tRs8z79oqkRZw4ihZH0QFFa8kfYZp39GVL9GmtkUOJ/nUnmfcfFFv3zvpfMOp01Bj+rFVt57Xhwp55ZGp1CBaOSVQsdukUJSQkJHIpLMI0/zydNY6n5shhKLy9ODvqHbQP4gqtF7NzHxGff02tl4eitmKkWFjQT+62VtbaJ/H4kZyihISE3VJchGlxSzbyo/Bwp92mr9AlJnOk21CufLSI5LMXyUpIRBsTy/2tezjz0njCx76PX98eBM8uPiWZNTbmrSs5x4rFLnOfqpTOfPh2f1RKuzTfDEmLOHEULY6iA4rWUpa5Tz0b1afjvk3cWvk9Mdv28s93m8yOe7dtTrOlc6g+bAAymayQVnIozCHm12KLfRKPF7uLPjVkZJB5JxrBkI2yig9qv4rbYkRCQsKxEbKzid1/hIzbd3FSKfF5sg0eDetVtFlljpju8RWN3Tw+TQw7Q/jbMzjYrAf7uw/nP4Nms6d1H471fpGobzeQnZlZ0SaWCE1GFgNeX4omo/A9xuwFSYv4cBQdYFmLLY8bbambrdVye80GwvqP5PzoyVyfs5grHyzkeJ+XCH9zOonHTtl0zvznLaxfpMenFY/onaIgCFz/ZAWnhowh9e/r1H3nNdps+opwhRdNls5BHVCN6/OXcrzfSDKjYyraXJvJNhrZf+wK2UZjRZtSaiQt4sNRdEDRWopzJLY4Gm1MLGH9RnJt3lJUflVp8dUnPLn7RzrsWEe9KWNJuxbJqWFvcG3+Uop70FbYfGZ+LZIzFA+id4q3Vqzl1orvaPjRO3Q+/Bt1J76Od+tmAPj17UGb75bQ8Y+NZGsyODVsLNlabQVbLCEhUV5YE0RjS7q37KwsTg4dgyEtnaf2bqTN90sJeLY33i2bUqltC+qOf5VOBzcTPHsKUV+uJ3LJ6lLbmL9Mym5TsYjaKepT07i1ah2BY0dQ561XCp3U9giuT9uNq8i4c597/91WzlZKSEhUJIU5nfyjL2ucTfTPO8i4fY82P63As1F9i3VkMhlBb7xM0JsjifrqB3QPU0psY/7cp5JDrHhE7RSjf9lBtjaLoDdHmZWrlQq+nPsyaqXCVOZeNxD/Z5/h9pqN5W1mqbCkxV6RtIgPR9EBRWvJ73TypnrLf7wobq/ZiN+AXng0qFts3aBxIxEMBqI3bbeq7bw2tOg7Cy8PF9MPfckZigdRx2ln/BONW1CtAotjlUpnRg/rXKB+pXYtrU7OKxYK02KPSFrEh6PogOK15DqWXIcYl5hqc17RzDvR1Hrl/6yqq6paGbc6tcm4e9/q9nOXXuTmPnVRKyWHKDJEPVJ0clGjT0lFyDexnq7R0rr/bNI15vOH+pQ05Gp1eZpYagrTYo9IWsSHo+gA67SUNvepXK1Cn1z841DICQLUp6Ti5FKye47RKCAIghRgIzJE7RSr9uxMVmwCcftCzcqNgsDVmzEY80R+GfV67m3Ygm+PTuVtZqmwpMVekbSID0fRAcVrKSr3qbX49uzMvf9uw6jXF1s3fn8o2vuxVO3e0aq2885xVvXxKHBMQhyI2in6PNGKSu1bcW3eErLiEwutJwgCkYu/IfNeDHUmvlaOFkpISIgBSwE1tqR3y6XOxNfQ3o8l4tMvi1xukZWYxLV5S/Fu2xyfJ9vaZB88ynlqz7lPQ0NDGTBgAAEBAchkMrZtMw9yDAkJITg4GDc3NypVqkTPnj05efKkWZ2kpCRGjBiBp6cn3t7evPbaa6Snp5enjAKI2ikCNP18FtmaDI73GcH9rXvMFukLgkDKxSuEvzmdm8vW0uCDCYVGjElISDgmRUWY2uoYPRrUpeHMSdxatY7wcdNIuXDZzDlmZ2Zyf/tejvcegT4ljWZfzLY51VtpbRQLGo2GFi1asGrVKovHGzRowMqVK7l06RJHjx4lMDCQZ555hvj4eFOdESNGcPnyZfbt28fOnTsJDQ1l7Nix5SXBInaR5i3z/gMuTZ5N4pFTOLm64NayKeFaOY2S7pN1+y7KKj40mvseAYP6lLttpcVgyObQiWt06xCMs53vji5pER+OogMsa7F2yYWtSzNidvzBlZmfoYtPxDWwBq6BNTHqDaSEXyZbk0HlTk/QbEkILtX9i2ynsPOWRsvjoLT3eJlMxtatWxk0aFDh50hNxcvLi/3799OjRw+uXr1K48aNOX36NG3b5oy29+7dS9++fbl37x4BAQEl1lMabHKKkYcW4eGeM6mscHbCRa0kU6sz299MpXRGpVSgycgyyzyhVipQKp1J12jN5gRc1UqcnZ1ITTdP0+bmokIul5GWZ1I9459o0v48SMq1SDK1ehSVK+HbszM+T7XF29sDgyGbjDwbkMplMtzd1Oh0BrS6R3METnI5bq4qsnR6snQGU3lFaALwcFNjNApoMs1TPnm6u0iaJE2SpiI01es2jQu751qtKajLVLP6RWlyUTpx/1AY9/YeRp+QhEyhwLthHYKG9UPuV81qTQ17zuDSnnlWaWrRdxaATZrKop/0huyce/yB+aZ7PIBKpUKlUlEcxTlFnU7H8uXLmT9/PpGRkVSpUoXvvvuOd999l+TkZFM9g8GAWq1m8+bNDB48uNjzPg5sWpJRr9s00/9fGdKJr+aPZMr8Taz77aip/MO3+/PR+IEMn/gV+49dMZV/OfdlRg/rTJfnP+HqzUfp2HZ8+w69OjWhXtdpZl/YsztCqOFfiWrt3jGz4UC3Kly5do8Jce6ABvb8Fw/XLcSdXcGhE9cYOGaZqW6juv6c2zmHDdvDeGvWj6bynh0b8/uaSXy2eg8fr9pZ4ZrcXVXs+m4yTw9faCrzcFMTd2a53WqKPb2MezHJtBkYYpeavDxczK53e9f016bpBNf1t+t+qtv1fdI1j5zC2R0hCIJgtSY3VxU6ncGsflGafl34Mks3HWHV8bum8gFRV1jVpikzvz3A+i3HrdIUFfoZrfvPNtO0afk4xsxYh4BQQFNFfJ8WTR8GQI2aNcD4yJHOnj2bkJBH57SVnTt3Mnz4cDIyMvD392ffvn1UqVIFgAcPHuDra76hg7OzMz4+Pjx4UPwmz48Luxgppl66yoXJIWjvRFOlTk2c27ak5x/3+a25Am3YaRAEmk1+ncDxr5KZ5xeQGH/Z5v+1npaupV63adw/sQQnJ/MpXnv5tZ6rKVdL5KFFBFTztusRSHqGFr8nJpld8/Y4qsp7fXl7utr1SDH6QbLp+vJwV5tGirm3sNygFUuamveZaZr7K26kKBiN/LP6J+4v/xY9Mjw7PoG6ZnUEg4G00+cx3LyNvGZ1Gi+eg1eLxiXSZDBkU/3JKWbXF1TciP5xjRQ1Gg0xMTEkJCTw7bffcvDgQU6ePImvry8LFixg/fr1XL9+3ew9vr6+zJkzhzfffLPY8z4WBCtIScsQ1MFjhJS0DGuqlylJp84Lf9TpIBzrM0J4GP63YDQazezJSkoWri9aKewOaCVcfG9OudtXWirysy1rJC3iw1F0CELhWgI7v2d6WaK44/m5NG2+sDuglXDtk+VCVmKS2TGj0Sg8vHBZONbvZWFvUHshMexMmWqpKEprDyBs3bq12Hr16tUTFixYIAiCIKxdu1bw9vY2O67X6wUnJydhy5YtJbKjLBB19KlgNHJ5+gI8Gten/W/f4tWiSYFIL2Ulbxq8/zZNP/2Iexu2knTibAVZKyEhUREUFb1pa/BK8ulw7v7wK00+mUHD6RNQ+lQyOy6TyfBq3pj2v67Gs1kwl6cvKJBcxBqO3kzEvUmTYnfZcDSMRiNZWTmj3SeffJKHDx9y9uyje/bBgwcxGo20b9++okwU95KM+ANHSLsaQcOPJuHk8igiys1FxdkdIbi5PBrW13hxMB6N6nNz+dqKMLXEWNJir0haxIej6ICitVhyjCWJ5ry5fC3uDetS86UhRdZzUqsJnjmZ9Bu3iPvzL6vahpxlZN8fi2L8pgu41avHocgkq98rNtLT0wkPDyc8PByAqKgowsPDuXPnDhqNhg8++IATJ07wzz//cPbsWV599VWio6MZNixn/rJRo0b07t2bMWPGcOrUKY4dO8b48eMZPnx4hUWegsidYtLJ87jUDMCnfWuzcrlcRg3/Ssjlj0aNMpmM6sP6k3zyfHmbWSosabFXJC3iw1F0QPFa8jq+vAnBbVnekHTyPNWH9kMmL/7WWKltC1wDa1j9dEqfbeTDbSrbjf0AACAASURBVH8z5/crGAUY1MKfPk2LXtIhZs6cOUOrVq1o1aoVAFOmTKFVq1bMmjULJycnrl27xpAhQ2jQoAEDBgwgMTGRI0eO0KRJE1MbGzZsIDg4mB49etC3b186derE6tXFb8f1OBG1UxT0euQWMuKnabRUa/dOgclouUqJ0WAoUF/MFKbFHpG0iA9H0QHWa8lNtp37ry0IBgMypdLq+nKVCiFPEFFhPMzQMeq7U2w8eQeZDN7tWY9v5n5NVpau2PeKla5duyIIQoHXunXrUKvVbNmyhejoaLKysrh//z7bt2+nXbt2Zm34+PiwceNG0tLSSElJ4bvvvsPd3b2CFOUgaqfoHlwPTdRdNFF3rKoft/8IHg2L3/JFQkLC8ch9XOpb2dP0yltuDR4N6xJ/4IhVdTP+uUd6RBTuxdxzbsanM/jL4xy/mYib0ok1I9syqkMtq22SKF9E7RQDnuuLqkolIj7/qtgJ6aRT50k4dJygt0YVWU9CQsLxsJRKrSTp04LeHEli6EkSw84UWU8QBCK++BqljzfVh/UvtN7RiAQGrzpGVIKG6t4u/PbWU/RoVM0qWyQqBlE7RSeVigYzJhCzdS9/vz/PLO9pLoIgEHfgCGdHTsS7TTP8BzxTAZZKSEhUFGWZ+9SvX0+827Xg3OjJxO37y+KP8WytlsszFnD/1100mDEep0K2q/vxxD+M+v4UqVoDbWpXYvv4jgT7eVorS6KCsIvcp/c2bePy9AXIlEr8+nanUofWZAhy5A8e8GD7H6TfuEXV7h1p8eUnKDw9im9QRAiCQJpGi4ebutjEwmJH0iI+HEUHWNbyOHKf6tPSuTD+Q+L3heJWP4iAQb1zcp/qdCSdOEfs7gNka7No8skMar74XIH3G7KNzNt5hfVh/wDwXKvqLHiuGWrFo9yzYuuXir7Hiwmb0rxVFDWGD8LnqbZEb97J/S27ufPL70TL1dRSgf9/utJw5iSqdutoVcSY2DAaBe7FJNOwjh9OThX/5SgNkhbx4Sg6oGgtxTm63B3vrUHh4U6b75eQcPg40b/t4taqdWRn5Dylcg2sQeCYEQQM7Y9bYM0C703J1DN+4zmORCQA8H7vhrz5dN0Cjs+R+sXhsGaFv1iyLxgNBiE+9IRwYelaQR08RriybrOgTUisUJtKi1g+27JA0iI+HEWHIFjWYm2WmpLWF4ScLDb6dI2QrdMVWS8qPl3o/vkhofa0nULwR3uEPZdiCq0rtn4Rmz0ViV2MFI16PZFLv+Xexq1kxSagValB3YwrHyzkn5kLqdL1KRp+OBGPhvUq2lQJCYlyJqjLVKvWIpZ0r0KZTIazm2uRdcJuJvLmhrM8zNDj76Xm25FtaVrdq0Tnk6hYRP+8UZ+axsmhY7i18nv8+vXkyd0/0v3iAQC6hO2g0Zz3yLh9l+N9XiL+0LEKtlZCQqIiKMrhBXWZ+lg379106g4vrz3Jwww9LWp6s/3tjpJDtGNE7xSvfPAJ6ddv0n7LWhrPn4Z3y6bIZDI83NSofCpRe/RwOv6xkcqd23PutXfRxsYX36jI8HCzHL1mj0haxIej6ICCWvJHlxaV+zR//dKSbRSYt/MK07dcwmAUGNAigJ/HdsDX07rP25H6xZEQdfSp5vZdQjsNovH896n9yvNF1tWnpnG4XR9qjniO4FlTyslCCQkJsZA/wvRx7mSfptUz8b/nOXQ950f4lF4NmNC9nigiSUuCFH36CFGPFO//tgtnd1dqvGC+R5fBkM2+o5cx5EmvpPD0oOaI54jevDN/M6LGkhZ7RdIiPhxFBxSvpSxyn1rD3aQMhnx1nEPX41Er5Kx6sTUTe9S3ySE6Ur84GqJ2ivrkFNT+1XDKt8llhlbHwDHLzDbWBHCpXQP9w5TyNLHUFKbFHpG0iA9H0QHWaYkK/cws92lZO8TTt5N4dtUxbsSmU81TxS9vPEm/5rYn9XakfnE0RO0UlZUrob3/wGImG0tk3PoHRb79zyQkJP53COoy1ZTz1LeyZ5kG2Gw+c5cXvz1BkkZH0+qebH+7E81reJdZ+xLiQNROMWBIX7IzMrm7YUuxdXUPU7i7cRs1nh9YDpZJSEiIjbwOUHP5G4vlJcFoFPhkz1Wm/noRfbZA32Z+bH7jKfy8pEAZR0TUTtG1Vg0ChvbnxqIvSTx2ylQul8loVNcf+b/P8PVp6YS/8T4AgWNHVIitJSW/FntG0iI+HEUHFK4lf9Rp7iPT4iJTrUEQBObtusI3f90CYGL3eqx8oTUuSqdi3lk0jtQvjoaoo08BDBkZnBs9maTjZwgY2p+AIX3x6dAGmZMT2vsPiNm2lzs//IouOYU265ZQ+al2xTcqISHhEDyO3Kd5WbLvBssORADw6ZDm/F+7gqndSsSdExDxJ/SYVTbtlRIp+vQRoh4pAji7utJ2wyoaTB9P0olznP6/ceys9QTv1e3Nvnb9iPj8a7xaNaXjn/+1S4eo0xn4fvMRdDr72hzZEpIW8eEoOqBoLdbkPrWVNUdumRxiyIDGpXeIxmy4+jus6QXf/QeOfIE+Kqx0bUqUOaIfKeZFEASSz1wg+tQFnlh5jPOz+lO3f3cUHhW7U3NpEMtnWxZIWsSHo+iA8tXyy+m7vP/bRQDe7dWACT3ql7wxfSaEb4SwVZB0EwDBScm6iOoMXbAJjxrBZWFyqbD360Sn0xEVFUXdunVxdi5d9lK7yH0KkHbjJtE/7+D+lt0kxyaBVxuuTJtP+t4DVB/SF79+PZE5le45v4TjkPu4zJacmGUdvi/x+Hkc/bzrYgzTt+Q4xLFd6jC+ewlzKmsS4fQaOLUaMnJ2zUDtBW1fI73pKN7qtoAh3rVL1rYEABkZGUyYMIH169cDcOPGDerUqcOECROoXr0606dPt7lN0T8+Bfjn+00c6/k8937eQbW+PWi2bC4A9ae+hS4hifBx0zn1/Dh0yQ8r2FIJsVFccMXjzIkpUX6UVT8fvh7HpJ/PYxTghSdqMqNPsO1ZapKiYNd7sKQJHF6Q4xC9akHvhTD5CvScjeBezbY2JSwyY8YMLly4wOHDh1Hn2ey5Z8+e/PzzzyVqU/RO8c6Pv3Llw0XUHv083c//SZOPp1O9X096dmxMndde4KldP/LEb9+Sdi2S08+Pw6jXV7TJNuEkl9OzY2Oc7HAvyPyISYs1O64XFXwhJi2lwVF0gGUtpe3nvJyKSmLcT2fRZwv0b+7P/EHNbHOI987CLyNhRWs4/S0YMsGvOQxZCxPPQ4c3QeVu0tKjY7BD9EtFsm3bNlauXEmnTp3M+qpJkybcvHmzRG2KukeyMzOJ+PRLqj8/kEZzpiJXKABwc1Xx+5pJuLnmZLqp/GRb2v60gtS/rxOzbW9Fmmwz+bXYM2LTUtQNs7gbpdi0lBRH0QGFaylNP+fyd3QKr607jVZvpFvDqiz+v5Y4ya1wiEYjXN8L3/eFNd3hynYQjFCvJ4zcDm+EQrOh4PRopuqh9iFfXV6Bc/9QlCpR34KLJDQ0lAEDBhAQEIBMJmPbtm2mY3q9nmnTptGsWTPc3NwICAhg5MiR3L9/36yNwMBAZDKZ2WvhwoVW2xAfH4+vr2+Bco1GU+I8tKLukehfd6F/mEK9yWPMyrN0euav3EGW7tGo0LtlU6r26kLU1z+Wt5mlwpIWe0WMWvLfMN2avGHVjVKMWkqCo+iAorWUtJ8BIuPSGPndKdKyDDwR5MNXL7VB6VzMrdGQBed+gC87wH+fh3+OgdwZWrwAbx6Hl36DOl0hz405Q5/BNxe+oc+WPqy/sp6bKTf5M2qf1frFhkajoUWLFqxatarAsYyMDM6dO8fMmTM5d+4cW7Zs4fr16wwcWDC5yty5c4mJiTG9JkyYYLUNbdu2ZdeuXaa/cx3hmjVrePLJJ0ugysZAm7R0ren/CmcnXNRKMrU69HmS2qqUzqiUCjQZWWQbjaZytVKBUulMukaLMU/Aq6taibOzE6np5qnc3FxUpEfcQqhdG4NPZdNxDzc1GZk6Pl61k9FDO+PhnvMc2dPdhUpd2nNh7jJTXblMhrubGp3OgDbPF8lJLsfNVUWWTk9WnvDu8tAkl8tI0zz6HNPStXy8aidvv9zDzJZcTQZDtll+RDFrytUyemhnAqp5YzQKaDKzKlzT9f2foFQ6m5JExyWmUtXHg8hDiwAsatJm6QtcYx5uatFosraf8l5fSoWz2bVnb5oSktLN+iT/9+nC7rk07zOT+KQ0IKefY04uBXL62JKmmBQto9afI0mjo4m/B0uHNkWXpSNbX4gmQxoul35EOPE1Mk0cAILSg+zWo3B+8i00iio5mv79/NVKBTIngQ1//5fvr64lKSsJgHqe9Qld40SLZzqYXX+W7hHl0U+5pKWmgfHRe1QqFSqV5acMffr0oU+fPhaPeXl5sW+fucNfuXIlTzzxBHfu3KFWrVqPtHl44OfnZ7Gd4liwYAF9+vThypUrGAwGli1bxpUrVzh+/Dh//fVXidq0ySnW6zbN9P9XhnTiq/kjmTJ/E+t+O2oq//Dt/nw0fiDDJ37F/mNXTOVfzn2Z0cM60+X5T7h6M8ZUvuPbd+jVqQn1uk4zuxDO7gghQ+bEc4lVoN07pvLY08uIuB1rZo+Hm5q4M8s5diOWN1xbmOo3quvPuZ1z2LA9jLdmPRpB9uzYmN/XTOKz1Xv4eNWjXTXKQ1MN/0pUy6Mnl4jbsTw9/NFjg1xNh05cY+CYZaZye9BUr9s0Yk8v415MMm0GhohC09wVO5DLZBiyc27CsQmpHDpxrVBNXh4uJi25iE2TLf0UcTuW4Lr+Ba49e9LUsv8ssz4p7PtUrYon8YlpGAXBdMySJrlKRbVuXTGq1FRVyzn03S/U/foni5pquWoY3+AGYxrcBpkOGRCd4cLKGw347lYdJni256Pe1Rn++tI8mgQmzGrEJeU+7qXfA0CfrCIxtBZzx33A3luraTVgNumaR46uME2Pu58WTR8GQI2aNcyc4uzZswkJeXTO0pCSkoJMJsPb2zxf7MKFC5k3bx61atXixRdfZPLkyVYvq+jUqRPh4eEsXLiQZs2a8eeff9K6dWvCwsJo1qxZiey0aZ1i5KFFpl/N5TECSfzrOEdeeofW65dS+cm2QM6F8DA1g4AOk83s8XBVcbjrUOS1atDq65wRQEX/srV2pFiv2zTun1iCk5P5Ixsx/lovbqRYr9s0Ig8tEtVIsUXfnJupIAhc3DOP5n1mAjmPWqJCP7P8lCJDi98Tk8yvMTsaVeUdKeZeX96ernY9Uox+kGy6viyNFPP2a+ShRdTt+r6pjYt75plpSsnUM/qHc0TGa6jp48KGV5/AW/1oxGTSlBIHf32KMnwdslxn4dsE3RNvoa0/AJyUBTQZsrMJe3Ccby5/SWRKzuJ/H5UPoxu9zoCgZ1HIFRgM2VR/corZ9QUVN1LUG7Jz7vEH5pvZU9RIMS8ymYytW7cyaNAgi8e1Wi0dO3YkODiYDRs2mMoXL15M69at8fHx4fjx48yYMYPRo0ezePHiYs/52BCsICUtQ1AHjxFS0jKsqV5mGI1G4Wiv54Wj/3lB0Kelm8ozMrOEcR+uFzIys0xlUWs2CLv9WwpJZy6Uq42lxZIWe0WMWgI7v2d6WVOeixi1lARH0SEIRWuxpZ/TtHph4MqjQu1pO4V28/cJ/yRoCp5MrxWEYysE4ZOagjDbM+e1rr8gROwTBKOxUBvPx54XRu0ZJTRd11Rouq6p0GFDB2H1hdWCRmd+DrH1S2nv8YCwdetWi8d0Op0wYMAAoVWrVkJKSkqR7axdu1ZwdnYWtFqtVefdtWuXsHfv3gLle/fuFXbv3m1VG/kRfUabh+F/c/r5cbjUCKDRvKk5eU/zhDFrH8QR9fUP3F69gdqvv0Djue8X0ZrE/xLFBVo8zp3ZJcoPW/r56oGFvLruNMdvJuLtquCXN56kQTWPR5UFAa5sg/0hkHw7p6xaU3hmHtTtXqgNEckRLD+/nMN3DwOglCt5sdGLvNb0NbzV4t9eqrT3+MJGinq9nv/7v//j1q1bHDx4kMqVKxfZzuXLl2natCnXrl2jYcOGxZ63efPmLFy4kL59+5qV7927l2nTpnHhwgWbtYg6+hRyoko7bP8ewWjk1NCxHH6iLyffnMHzvd4hdPDrHGrTmzvrfiF41mQazbG/hdiZWh1vfvQDmQ6w2aiYtFjj8IoK5ReTltLgKDrAshZb+lmQyQh++yeO30zEXeXM+tFPmDvEu6dzcpJufiXHIbr7wcCVOcsqCnGI99Pv8+HRDxmyYwiH7x5GLpMzpP4Qdj23i3fbvluoQ3SkfimMXIcYERHB/v37i3WIAOHh4cjlcovLLCwRERFB48aNC5QHBwcTGRlps81gB04RwCO4Pp0ObqbD9u/x7dWF9OhYdtzLRHBzpdkXs+h+8QBB40aWeF1KRaI3ZLPut6Nmcy72ihi1lDRRtBi1lARH0QFFaymun28e/hTqBYNPFVTOctaMakuLmv86rOTbOY5wbU+4exIUrvD0dJhwFlq/DPKC6SOTtEksOrWI/lv7s+PmDgQEetXuxdZntxLyVAh+bkVHUzpCv6SnpxMeHk54eDgAUVFRhIeHc+fOHfR6PUOHDuXMmTNs2LCB7OxsHjx4wIMHD9Dpcn4IhIWFsXTpUi5cuMCtW7fYsGEDkydP5qWXXqJSJes2i/fy8uLWrVsFyiMjI3FzcyuRLrvJfSqTyXByd8PZ3Q1nT3dAi8LDDSd3N+QqZUWbJyFCrH0kGhX6mU3p3ow6HfEHjxG75yBZ8YnInJ1xrx9EwOA+eDRpaPWPs6AuU622sSLys9p6Tlv0lCXFnVMQBGbt+BuqVgOjka9eakuHOpUh8yEc+RxOfgPZOkAGLUdA94/A099iWxq9hh8u/8C6y+vIMGQA0N6vPZPaTKJplaZlLU3UnDlzhm7dupn+njJlCgCjRo0iJCSEHTt2ANCyZUuz9x06dIiuXbuiUqnYtGkTISEhZGVlERQUxOTJk03tWMOzzz7LpEmT2Lp1K3Xr1gVyHOK7775rcU2kNdiFU9TcvsvFCR/y8OwlFN6eKFq3ACDtxi3Ct+/F2dOd4FmTqfnicxVsqYSYsOambmvu0+gtu7n60SL0D1PxaFQf16CaGPUGon/5naivfsCzeSNarPwY93pBVtlmjSOp6PystthYEY6xuH7+9I/r/HTiTs58YcQ1utfvDSe+hr8WQmbyv408Dc/MB//mFtvQZevYfGMzqy+uJkmbs9awceXGTGo9iScDSrZI3N7p2rUrRYWkFBeu0rp1a06cOFEqGz799FN69+5NcHAwNWrUAODevXt07tyZzz//vERtit4ppl6N4NSwsSg83Wm9bglVu3VEL8CHq/fQdWwf9HejubVqHX+/N4/M6Ac0mPpWRZtsEyqlMx++3R+VUvRdUSxi0pJ39FfYjbqo+ShLWm6t+p7rHy8n4Lk+1JnwKh4NH+2eYNTrSQg9wbW5SwjrP5Infv4arxZNSmVfcTZaQ2n6pLxstBZLWoqz8cvDkXx1+N8cmLeuc3tBI1jV3rSFE1Ua5jjD+r3Mss/k5XLCZd776z3TWsPanrWZ0GoCvWr3Qi4r2QyUmL4r9oyXlxfHjx9n3759XLhwARcXF5o3b06XLl1K3Kaoo08FQeDEwFEY0jNov3UtSm+vQutGLltDxKJVPPXHRryaNSo3GyXETWE3bFtv5OkRtzjSdSh1xo+m4YzC01Dp09I5NWwsgt5Ax/0/F/soNf8osDQ2Pi6s+QzzHytvLNn404l/+Gjb3wA0exDK709fyknHBuBaBbp9AK1HmeUlzc+2yG3MC5uHzqjD18WXcS3HMajeIBRyxeMTUwHY+36KZYmoA22Sjp/m4dlLNPzoHTOHqMnIYsDrS9FkPFrIWuftV3ANrMHN5WsrwtQSY0mLvSJGLZZu4tY4m/xabq38HlW1KtR/940iz6fwcCd49hTSrkYQvz/UKvtKaqM1lEWfWGNfeTjEorTkt3F7eDQfbb1EAAks0X3K74Ff5zhEZzV0fjdn14p2rxXqEPVGPQtOLmDmsZnojDq61uzKtkHbGNZgWJk4RDF+V+yF5cuXo9VqTf8v6lUSRD12TzgchsqvKlW7dzIrzzYa2X/silk2DLmzMzVeGMTN5d+Vt5mlwpIWe0WsWvI+YnNr8ga+lT1N5YWRX0vCX2HUeGEQcmXxQV0+HdrgWqcW8YfD8O31tE02xiWmWm2jNZRVn+T/DAF8K3uW6+iwOC1RoZ8R2GUq+FXng41HmarcyWvy3ajV/2Zvaf48dJ8J3jWLPE9CZgLvHn6Xc3HnAHir5Vu80fyNEj8qLYkWicJZsmQJI0aMQK1Ws2TJkkLryWQyJk6caHP7onaK2VlZOHu4Wx3N5+zhjjFL+uUlUZCo0M/MEoJrLn9j0/uztTnXojXIZDIUnh6lvhbFllDA1ijd8ubC3Yc0GzqQeg928aHiC6rIUnMO1O6YM29YvXWxbVyKv8Skw5OIy4jDXeHOJ50/oWvNro/XcAmbiIqKsvj/skLUj0/dgmqRcfsu2phYq+onHT+Da2DRvwIl/vcI6jKVoC5TTaMv38qepjJrcQuqRdLxM1bVzUpMIu1aJG5BtYqvnMfGXNty7RSbAxKrjSkZej7adok3Vm5nUvxMlii/oooslZsaL8ZefIag7xtb5RC3Rmxl1N5RxGXEEeQVxMZ+GyWHKGL0ej1169bl6tWrZdquqJ1i9WEDcHJRc3OF+SNRtVLBl3NfRq189Gw/9WoED3YdIHDsS+VtZqmwpMVeEaOW/HNfmsvfWLVbe34ttceMIP7gMR6ev1TsOaO++gGZXE6NFweXyEZr7LOWsuqTx2mjteTXIggCv569R/fPD6E7vZ4/1dPo4XQewUkJ3WdSd+FN9iUEArIibdRn65l/Yj6zjs9Cb9TTvWZ3NvbdSJBX0ctqylKLhO0oFArT3GJZIuroU4Cob37k2pzF1JsylnqTxyJzKphdIuXCZc6Onoyzhzud9m2yat5HwvEpy9ynRoOB431GkBWbQOvvFlOpbYsCdQRBIOrLdVz/eDn13htH/SlFB+UUZ4MYojuLs6GiImSvP0hj5ra/ib59nU8Ua+ji9O+Plept4NlV4PsoAr0oGxMyE5hyeArn484jQ8ZbLd9ibPOxZTp/aA/Ya/TpggULuHHjBmvWrLF6u6niEL1TFASBWyvWcmPRl7hU98N/cB/UrVsw8NOd/DLqCVJ27SPx2Bm8mgXTet1S1NWqlqt9pSVdo6XL858Q+vMM3N3Uxb9BxIhJi7U368LqWdKiS0rm7OjJPDxzEZ8n2xAwuA+uQTURDNkknzrP/S27ybh9j7rvvEb999+2aTlGSWy0htL0SXnYZwvpGi2dX1jEwFefY8Opfxgu28905//iLtOizXZC3TsEOrxlMaLUko0X4y8y+dBk4jJz5g8Xdl7I0zWtC4wqCy1i+a6A/TrFwYMHc+DAAdzd3WnWrFmB1G5btmyxuU1RB9pATtBC3YmvU7lLB+5t3Mqd9b+QumIdN7za8Pf0T6jxZCuafvoh1Yf2t8sRolEQuHozxmz/OHtFjFqsyX1q6dGaJS1Kn0q0//Vb7m/Zzf3fdvP3+/NzsqQAzh5uVOvbg+bL51scRebHFkdSmgCXsugTW+x7XBltBEFg7+VYEoKacPDkaX50/pYnnXI28z39sBrtPtoNVeoV+v78n+GWiC3MPzEfvVFPHa86LOu2jECvwDK3uzDE+F2xR7y9vRkyZEiZtil6p5iLd8umeLdsSq1R/8ed0FOw/AjNVsyn3oAedukMJR4vttyYbakrVyio8fyzBDzXl/iDR9HcuoNcqaBS25Z4Nm9kdaS0rY6jJI4mKyGRuKNnAYjbfwRV57aoKvs8lnOWxD5BEEi7GoEmMgoh24iyqg8+7VsjV5jPs0UlaJi1/W+ORsTxuvth3lf8ggtZOYm7e8ym3RNjLCbttmSjPlvPvLB5/HLjFwB61OrBx50+xk1RsuTREhWD0Wjks88+48aNG+h0Orp3705ISAguLqUf5dqFUxSMRu7+9Bt3fvyVtMs3yEAOXm24NOEj/vlwAX4DelH/3XGo/azbbkTC8bElmbUtdbPiE4lcspqYbXvRP0w1O+besC41X3qO2q88b3Huu7xIDDtD1Kp1JPwVhiYb8GrDhbdmEOkso0rXp6jz9iv4tC8+GtOW0awtdYXsbG5/t4l7G7aQfsN8hwOFjzf+z/6HepPHIHh58+WhSL7+6xbVjdH8qlxNG/n1nIqBnWHgcvCpU6yOXOIz4plyeArh8eHIkDG+1Xheb/b6/9z8oSPw8ccfExISQs+ePXFxcWH58uXEx8fz3XelX6cu+jlFo05H+JvTid1ziGr9elB9SD8827UkNDyKdtXciN/5J9GbtmM0ZNP2pxV4t7SvTPUGQzaHTlyjW4dgnJ0r7kZaFohJS2nnwyxpSb1ygzMvvoXRkE2N4c8WmFOM/nUXD37fR5WuT9J6zec4lcGvVluJ+nYD10K+wLNZMDVeGETlnp05dv0BHRtUI3FfKPf+u43UKxE0njeV2qOHF9mWtYE+tjhEQ0YG516dQuLR0/gPfIaAIX2p1K4lMmcnMm7d4f62vdz77zb+DqjP5qeHEZOexetOu3hP+RtKQYfByRXZM/NwavcqyK13ZuFx4Uw5PIX4zHg8FB4s7LKQLjVKnh+ztIjpuwL2N6dYv3593nvvPd54IyeYbf/+/fTr14/MzEzkNlwXlhC9U7z8wSfc++82Wq3+tNDsILqkZM6Oeof0iCiePrGzyBypEv87WJtXNP8xSxjSNfz11EDU/r60/XEFKt8qFuslhJ7g3KtT8OvXg+bL5pXQ8pIRt+8vzo6aRNBbo2g4Y4LF0aqQnc21eUu4vXoDbX9aUSBblCXyOz1BEEyPiW0Nsgl/ewZxf4bS+vvFVOnUvsDx6IeZzN58OFyl+AAAIABJREFUnv03k6knu8dS9bc0FSJyDtbpljM69LZ+/SfA5hubWXByAQajgbpedVnWfRm1PWvb1IajY29OUaVSERkZSc2aj9alq9VqIiMjTbtllBRRPzfQxsRyd8MW6r83zswhpqZn4tt2IqnpmUBOAETr75dg1On5Z+1/K8rcEpFfiz0jNi2FLR+wxiHm13Lnh83oU1Jp/f2SQh0iQJUuHWj44USif9uN5vbd0kqwGkEQiPj8a3yeakvDD98xOcT8OmROTgTPfhfvdi2IWLy62O19AC78uQDBuxJCzUACx/1E09l/EDxzD4GTf0No3gahcQv6jXuBmdv+ZvG+G3x/LIrt4dH8dSOeS/dSuJuUQXqWgbSIW8Rs+4PgmZMKOESdwchXh2/S84u/OHwzngnO29ijmJ7jEFVeMHAlqYM34tvzc6uvL122jjlhc5gbNheD0UCv2r3Y0G+DKByi2L4r9obBYECtNo/aVSgU6PX6Urct6jnF6M2/I1cqqTlyWIFjaRrzRZuqKpWpMfxZ7v70G/XfHVdeJpYJ+bXYM2LTkuvwbM19CuZa7m7cSsDgPrgEFL2jOkCNFwYR8fnX3Nu0jYbTC99RoyxJu3yd1EvXaLthZYFgn/x9IpPJqDt+NGdHTSLtWiSejeqbjgmCwJ2kDM7cTubsnWTO3k7mRlwaNH4UUavR/btbvEqd8wJ2Xowp1kYFRlyHTcMv0ZdKq8PwcVPi7aqkkquCPy7HEhmXTiPZP6xyX0sdQyQAiYlVqPzxEfAMgPRMq6+vuIw4phyewoX4C8iQMbH1RF5r+prVgVDlgdi+K/aEIAi88sorqFQqU5lWq2XcuHFmyzIcbklGVlwiLjX8UViZc9K9YV3u/vjrY7ZKwh4pbe5TXXwi7g3rWlXXSa3GNbAmuvgkm+0sKVlxCQB4BBe+LCEvuVrSHyQQ4VqZs/8kc+Z2MufuJJOQritQv3ZlV9rUqsT69bvRJyUjGAxU9q3EuiXjSM7QkazR5/yb5/9JGh0PM/QkZejQGYzokZOidiclNr1A+woMzHD5nTFsRW4wgNqbWOe+XPrlMj1XBFj9OQiCwKG7h5h3Yh4JmQl4KD1Y1HkRnWt0troNCfEzatSoAmUvvVQ22cxE7RQV3p5kxSVg1OsLhGlbQns/1uqkzRL/W+TmPo1LTDXlPrVlGYGzpwfa6AdW1RWys9HGxFLpiZYlNddmnL1yRr+Z0Q9Q+1crtF58Whbn7iRzNCyCY73HcHdfEnpjmFkdpZOcptU9aRvoQ+talWhTuxJVPVQEdZmKJxCXlvMZkp5G14bFR3wLgkCmPpuTc1fwz/HzBH31GQ8zDSRrdCRn6HGPP8ege59RNSNndEhwf+i3mIQFa3H2umf1Z3DmwRmWnlvKhfgLANTzrseybsuo5WnbHKSE+Pn+++8fW9uidop+A3oRuXg10b/upOYLj/JIurmoOLsjBDeXR0NngyaDuz/+iv/gPhVhaomxpMVeEauWvHOImsvfWLXQPL8W/2f/w50ffqX+1DdR/OuACiNm5z6yHsQTMKh3GSkoHq8WjXGpXYPbq38ySx5glMn5+NPxzN51nXN3kvknMePRm3xrgxEquylpUzvH+bUNrESTAC/UCvMgnaI+Qyj6UbRMJsNV6UzLwT3QfvcDDSMv4denO0T8AcdX5Nn4tzL0/QyaPIcu+SHRv/xO4NgRpnYKu76uJV1j2bllHI0+CoDaSc1LjV9iTLMxuCpcbfgUyw+xflck7CD69Nzr75J88jztfvnGNPchCAJpGi0ebmpkMhlGvZ6LE2fyYPcBnj6+A5fq/uVqY2nIr8WeEaOWku4an19LVnwih9v3o0rXJ2n51UKcVJZvZuk3b3Nq6Bg8GtWn3cYvy1BJ8dzdsIW/359Psy9mUWXIAH4M+4dVhyJ5mPko+EAmgyClkYBLZ3m6Z2t6/V8Pald2LbK/rM3Pas3I+/Tzr+ORdZYGT4M85d81inJFzl6HveaAWxWytVrOvzGNpGOn6XpqF0qfSkDBPrmbepcV4SvYE7UHAGeZM0MaDOGN5m9Q1VXc6R7F9l2xt+jTx4moo08Bmn76ESq/qpzoP5Ibi1aSfvM2aRot1dq9Q3JcMtG/7SKs/0ge7D5Ai1UL7MohAiYtjjDpLiYt+beGyn/DLi75dn4tqqqVabX6UxIOHiOs78vc+3k7+rRHc2Oa23eJ+OJrjvd5CYWXJ82WzClrScVS44VBBLz0HF9/uZOOH27n491XeZipx5CWxtiOtVj+hCc/PjzG1G9nMaORmtfH9SewiluJHWL+siJT0WUmw5EvaNvmMMEtbyFPuUU2avRNR8OkizBoFfpsFff+n73zDo+qaPvwvSW7m2x6II2WhNA7oQpSpPcqYqeIoqIUCxYE9MOCWF5UioqCIrwoLyBVFJAuCAQCSiCUJBBI78km2f79sWSTJW1D2u5y7uvKpcyZnTO/M3POc+bMM89s+pW/hj1B2tG/6fTtMrNBhKI2iU27xZKTSxj962izQRwWPIztY7ezoMcCmzeIYFv3yr1y5MgRRo0aRWBgICKRiF9//dV8TKvVMn/+fHM80sDAQJ566ini4+MtykhPT+fxxx/H3d0dT09Ppk+fTm5uyTnn2sSmP5+CablFj+1rufLhV9xY+zPXl3+Hvn49IJjD3Yej0Kjx6taRHr9+j2endnVdXQEbo7zRy92eqRXhO7APPff8xKVFn/DPvHf59/UlyOv7YNTpUCenIVG6EDhhOC3enm21c1h1YTQa+T0yiWW+vbn+QCcAvFSZDIv6i8/jtLQ5sAqn7Gz0QQ1p++lCGk4eW20By8uNfZp5E06shLM/glaFCDC6BpCY3pzIbUlovjmM3O8iIokEdUoaRp0en15d6bDyQwuvWIBcbS7efW4yae94CvQmY9KrQS9md5pNK59WCNQuKpWKDh06MG3aNMaPH29xLC8vj7Nnz/LOO+/QoUMHMjIymD17NqNHj+bMmaJ9SR9//HESEhLYt28fWq2WqVOn8uyzz7Jx48balmPG5o0igNTFhdb/9zotFswm5cAxEi5EwQ8RNHv9BUJGDcClUYO6rqKADWKtI01lAm67t25O983fUJCQRNLeg6iTUxFJpbg2C8Z3UJ86iWLz17VUlv4exfm4TAC8XJx4sX8oI+U5JB3N5fM14QTNeIzG/Xri2bldpT/XWXMdC6+hOW/CeTj+BVzcBsY7Szh820CvlxG1GU+AVEb9BXmk7D9K7tUYjHo98vo++A17qES4xgJdAZsub+Lbf77F+4FsCvTQvn575nSeQ1f/rpXSIlB9DBs2jGHDSvfh8PDwYN++fRZpX331Fd26dePmzZs0btyYS5cusXfvXk6fPk2XLl0A+PLLLxk+fDiffPIJgYHWex1XJ5Uyijm5RUN9J6kEZ4WM/AINWp3enC6XSZHLnFDlqdEbDOZ0hcwJmUxKrqrAIjK8i0KGVCopsYhV6SxHLBaZPy+oU9JI3LWfrF1/kHQlBhTtiFz9E7nXYgkYM4TGfbqh1xvIKyhyJxeLRLgqFWg0Ogo0RfMqErEYpYsctUaLWqOrM03Fr6lebyA7N5/2w94B4MJv/4e7qzM6nb5cTYX5L/7+fp1rKtSSk2uaKzEYjKjy1Rb5rdFUSFXayWg0EvTgq1z47f8q1BT04KsAZm1KZ7l5UXvxPm+hyc0dr4fHWGhSFWjgThm10feiklV8uCeSv6JNSz+cnSRM7xXEMz0bkbT3T6J27uP2qQsgac71rzegOX8Rj5GDqT+gt3lOtLx2AtMINNtKTWDk6TGP8N0YFdKbR83H9UF9KQibiT6oH4hEyA0i5IAaCcqH+qB8qI9ZU/F20hl07Lmxi7WX1pCcnwyAOsWZDwYvYFDwQFxdFOa5ueLUdd+z5n7S3flt8f4FpT8jakNTITnZOWAo+o1cLrdYC1gVsrKyEIlEeHp6AnDixAk8PT3NBhFg4MCBiMVi/v77b8aNs26T7uqmUo42xZkyoTerljzF8wt+ZN2WY+b0t18cyYJZoxn1zH/YfzzSnL7yvSeZ+vCDdB65iEvXixb67vh2NoN6t8G3y8sWHSF8x2IaBniVOO8f3ZTkt2zJmB/DzWnORj0H+tUj+eFHGDtrtTm9VdMAzu56l7Wbj/LCwvXm9IG9WrNzzRyWfLWD91fsqnNN1w4uJTM7jy5jiuahRCLwq+fBNx9MYfSM5XanKen0cm4lZBA2erE5zU2pIPnMF+w7dtFmND371jqSUrMofheE71hMA39P/LvNsUlNEqWSvg8P5WKG6cFmNBjIj41FdeUK/31rLJ5ffcXYZG/yRUUPu22T2iI5dZrRsZYj2fI0Negxl/QsVYWalDIRT7dIZFrDCNq4m0arOoOIs4TR7fnPeH7F+Uq1U6eRC4mTXsSnz01kPqa+5q/0J+pXT1LOeoJRZG4ne+172795mR6dmhLab75N3E9L33gYv66zKbiyzsIoLlq0iMWLi85ZFiKRiG3btjF27NhSjxcUFNCrVy9atmzJhg0bANMGwT/88ANRUVEWeX19fXn33Xd5/vnnKzxvTVApo3jt4FLcXE0RLGprBHJ1827+mbsYv2EP0fLdV/AJ9EWr1RNx6SbNgvwQiyBxzwFuLPgI105tafPd54juBIS1h5GiXm8gPimTZkF+FnVsP+wd82eu83veM6cXagru85p5NHPht/+zCU16vYGrsUk0C/LD092lzt/WC0fRIpGImCPLSmjqMHwhYBoNXfitKE5p4Ujx7MUbNAvyQyIx9ae6HoEkZOXz9dEYtp5LQG80IhLBiLb+vNAnmIZezuTFxXPh4Rk41/Mi5NN3cWvR1NwmHVs1xslJQnz4v1yYswhddg7dNn+Nb/PgcjWF9p9vTvt37xJLTeocvnz5CaY1+pcAhcl4Gp2UaNo/gSZsBlLvJpXue2fTzvDZ6c+5lGEyLB4yD2a0m8HkVpPJy9WZ+5dEIq6zUVV13E9yJynXb6YQ4Oth7l9QdyNFrU5vesYfWGJ+xoP1I8XyjKJWq2XChAncunWLQ4cO4e5uWtLkEEaxtt11DVoth3uMxL1Dazqv+dRs7EqrT+rhE5x+9AU6rfkE/+EDaq2OVaW8a1uao0NlA1nXJrbo1m3NkoyyYp/aipasPC2rDl9n3V8xFGhND9yHWvry2pAWtAooWjN5Yc5CUg+foPefm5F5mT5RlaZDnZbOsYcm4TvoQdp9sqjC85focztnw99fk31kFe7SOw9dVz/oPhO6TAVnr1JKKZ+LaRdZHr6cEwmmQALOUmeebvM0T7d+GleZa5la7BVb01LV+pRlFLVaLZMmTSI6Opo///wTHx8f87Hvv/+eV155hYyMDHNaYUzTzZs319nnU5t2tEn4dS8FCcl02bjCbBDLol7fnnj36kr0inV2ZRTL426vvruPCVRMaZ6RlV1bV1fka/Ss+yuWVYeukV1gerMPa+LF/KEt6RZsuVlwQWIy8Vt20+KduWaDWBZyH2+Cn3uCK0tX0Pz1F8sNcE5eOjFrh0H8OX7774+0d0+Fz78BwF0KV1WeNHt0CbSfBFLr5p40eg3XMq9xOf0yl9IucSn9kjkKjVQs5ZEWjzCj3Qx8nH0qKEnAlik0iFevXuXgwYMWBhGgZ8+eZGZmEh4eTlhYGAB//vknBoOB7t1L7qBSW9i0UcyOvIJLSGPcWlgXz9FvWH+i3vu8hmtVuxQ+xJPTTBva+vq42/SD3BYpfg0L45/a8nXU6g38ciaO5fuvkpxj+lzWws+N14a0YEAr31K9R3OvRGPUG/Ab2s+qc/gNe4ioJcvJvRpdZBQLskxeo/Hniv4yYs2/GXbHKdRghKMpvvyQ0Jnvt/y33H0NczQ5XE6/bPEXnRmNzqizyCdCxMiQkbzQ8QUaulVt6x+B2iE3N5dr166Z/x0TE0NERATe3t4EBAQwceJEzp49y65du9Dr9SQmmsIkent7I5PJaNWqFUOHDmXGjBmsXr0arVbLrFmzmDx5cp15noKNG0WRWAzFvs8Xx02pKJFm1OkrtfGorVCaFnvFlrUUj31qDbWtRas3sPtCAssPXCUm1TRH18DTmVcGN2dMxwZIxOUspbhzzGgoORtS6r2Sn4WXfz6Km1sg4WuTAUy/XnrZ3iEQ2AkCOzH5o5McuiEnR+dkuo537jej0UhyXrKF8buUfonbubdLLdJd5k4r71a09G5JC+8WdPTtSCO3RqXmrUiLvWLvWs6cOUP//v3N/543bx5gCta9ePFiduzYAUDHjpYxgA8ePEi/fv0A2LBhA7NmzWLAgAGIxWImTJjAF198UTsCysCm5xQTd+/n3IzX6Ln7xwoX5huNRk4MfwKJ0oXu//u2lmpY85S3fs5WRzq2xt2fS23t82muWsemUzdZezyW25kmRyYfpYxZD4XyWPfGyK3YmV2dls6hLsNo+vJ0Quc+a3lQkweJ/1iMAI2pVxBRyq3v2cRsAAnsBAEdwNnTsh+KjIjcVUh8chD7ZNN3iD9RGVGkF5S+K0iAMoCW3i3Nf628W+Gv9LeJ8GYCJmxtjrMusemRot/Q/iibNiHqgy/punGFeacMnU7PwZOX6d+jJdI7D4yE7XvJOh9J102r6rLKlaY0LYVU5CRS2Z0eaprytNQVpV3DciOw3KE2tCRnF7D2r1g2nLxhnjP0UcqY8kAQU3sH4yq3/vaUe3sR9NhAsravRtMmB5k+BdKuYUy9Cpk3EWH5xUUEaHHHqWUfSyPoUjRXmaPJITYrlvEvvoAsTIXIPY82Ye7czL5pjigDcCIhBgCxSEyIRwgtvFsUjQK9WuCpKH+O01pssX/dK46kxdGw6ZEiQOrRvznzxCy8unak7ccLUIY0saiPi9jIzR82c+XDL/EfMZAOKz+0qzfQ0q6tNU41tjbaAdt726zoGpV3vCa1XE3K4Zsj0WyPiEejNxmrkHpKnnkwhPGdG5TYocICda7pM2fqVUi7due/VyHtOmjKjhlpUPohatAJVYEP138+jUrjQ9jmDUi8Pbide5vYrFhis2OJyYohNjuW2KxY0grSyixPIVHQ3Ks54Ucz0Ke5Y0hzw5DhRszBz+75ulSErfWvqmBrWmytPnWJTY8UAeo92J1uP68m4vk3ONJ7LB6d2iLrYvpG/c8ri1EdOIo+L5+gZx+nxYI5dmUQS8NaL1NrRjv3M9a8NNTmNTQajfwdk843R6L583KyOT2siRfP9glhUCs/xIVzhgY9ZMVB6jWTwSs0fKnXICe+jDMAIgkG90Zk3SwgIzYfjcgHQ/PuDP9dxZohwdw4fITbosvkdPUjv1cQHx2bSlxOHDqDrswiDXlyjFkuPNJ3AEHuQQR7BBPkHkQD1wZIxBIYYXmthb4oYO/YvFEE8O4RRt8TO0ned4T4rXtI+uMw4I8qJo6QWVMJHDcMlyaO5bFWmXiTAmVT0XWs6Wuo0xvYezGRb49Ec/5WFmCKVjS4tR/P9gkhrMmdz5Wp1yBqD0T9BrfDQa8uu1AXH/BpBvVC7/y3mem/XkEYxGJSMq4TfnYfEf8cIkp9Fpdntcx1iQBzzOwESC6KriKXyGni3oQg9yCCPILMxm/UI2tA62TVNQTrA6sLCNgydmEUASQKBd49wlAnp6L38iL4aBL1enbBp3c3nBtbHxC8sm+yNf3mKxaJaNU0APGdEW5NP6T1ajUpB46Rdvw0elUeEqUL3t074Tu4LxKFdd5wZW0se7eW4vnrYvRQlYDgZWmxljyNjs1nbrHmWDRx6SbnGZlUzMSwhjzTO5gQH2eIOwV/3DGEaVctC5DIwLtpScPn09Q875enzeNKxhWTt+fVjVxOv8zVjKtoDHeim9xZFlb4Mba+2JOQ+s0J9gwhyCOIYPdggjyC8Ff6IxaV9NqOOfCfSmmu6TauapvYEo6kxdGw+TlFMHnWXXzjA5J+O4hIIsatZShimRP5cfGok9NwbtKQ1u+9iu+gvhWWVZm5OGt2Fa9u7qV+1uQ16vVc//J7Ylb/iC47F2XTJjh5eaDNykF1NQaJq5KgZx4ldN5ziKXlvyvVVB2rE2vPW931S81V88Nfsaw/eYPMPFO0F08XJ57q0YSnu9TDJ/GYyQhe+R3yi3lrip0g+EFoMRyaPgReQSAumltML0jnctplLmdc5nKaabnDjewbGEvxIFUYnAi4ZSDwloEgXX2CtN74xKnRRcUhdXcl6NknCJ39DCKJ4OAhYKKun/G2hM2PFPPibnNq4rPo8/Jp88Eb+I8eDC5KNmw/wWOjupEbfp6YVT8S/vQcWn/wBk2mPGJ12WWNYGrzM5BGo2PD9hM8PqYnMpnU6nmuyjzMDTod5198i8Rd+wl65lEaPTEB12Yh5uOqmJvc2riN6C+/J/viFTp/uwyxTFZmeWXV8W4ttuIMdC/tfLeWiohOyeXbozFsOXsLjc7kPNPY24WXu7owWnEe2fWvYcUR0BfFqMTZC5oNhhbDoOkAULhjNBq5lXuLqLiDXEq/ZF7zl5yXXOp56znXMy9zaO4RiuHTXzHuPEPT56bQaP44nBo2YMP2E/Qd0xPNzThubdzGtc++ISfyCh1XfWT26LYHKtsmtowjaXE0bH6keGryTPJi4ui+dQ3ODQJKrY/RaOTSwmXc+H4TDx7egmtocIXl3mtMzOqmrGtbnsNNZet4Y93PRC74mM5rPsFvaP8y86UcPE74lDk0n/8iIS9MqbDcu+tRXEthsG1r61hT1HTs0/Ab6Xx9OJp9l5Lu7LRhZJx/Ks8HXKVZ5lFECectf+AdYhoNthgOjbqDRIpar+ZUwikOxR3i0K1DZRrAJu5NLNb7tfRuST3nohBtMV+vJ+r95XRe+zm+Ax4sU0fyvsOcnTaPlu++StC0R8vUZms40mjG1rTYWn3qEpt+RcmM+Je0I3/TcfVHZoNYGiKRiJbvzCFx1z6iv1pL+/+8V2beQmw9Jubd9bnXOhq0WmJW/kDA6MHlGkSA+v170eDhkcR8/RNNpk2ucI7x7mtYuJtH8R0+bOk6Vlc76w1G9kUm8c2R65y9mYkMLX3EkUypF8kD+jPIMxMgszC3yGT8WgwzGcJ6zUAkIr0gnaMxuzkUd4jj8cfJ1xXtPuIkdiLUM5RWPq1o4dWCVj6taO7VHKWTsuw6qdXErP6RwAkjzAaxLHwH9SVg7FBiVqyj8ZMT7Wq0KCBQ09i0UUzaexBZfR/8RwysMK9YJqPRExOI/XaD1eUXf0Aq2zxnDv9V1w/yQu726ruXOmZfjCL/VgIdVn5oVf4m0x7l1sZfyTz7Dz4PVLyrefFrGNB9jkW6rVBd7Vyg1bPl7C3WHI0hNjWHXuKLrJQdZID0PHJDPuTcyeikhNCHTEaw2WBQ1sNoNBKTHcOhi2s5FHeIiOQIi/lAXxdf+jXsR79G/egW0A25pHIbu2ZFXESdlEqTaZOtyt9k6iPEb9lD1oVLeIW1r9S5BAQcGZs2inpVPjIvjxIOARKxmIG9WiO5K86prJ43elVepc4Rc2SZOUh0clo2qotfV63SlaQsLXeTrhcjUSorXcfC6yHzsW47n8J8lbmORdewwi/xdUZl27l4u2SoNKw/eYMf/orFqEplouQwTyj+pDFJpswGwC2gaDQY9CA4KdAZdEQkR3Aoch2Hbh3iRvYNi3O08m5Fv0YmQ9jKu1WV1tjq8+54uN7VzuXdK1C5dq5rrL1X7AFH0uJo2LRRdG7gT97N22jSM5B5F93sShc5O9fMKZE/K+IiikD/Sp0juM9rFoGia9vjtCwtxesH4NWxI7i5Q3YmQRM/5eKG2SitCAOmuPPZOSviIsrgxhXmzzp/0eJ31hDc5zUC67myufN29qUG8dPt1ja3iLu0di6vfkoXOSuWPsvSfVf55cxN2uku8Y50P8MVp5BxZ7G73B06TIYOj5pCpIlE5GpyOX77MIfjDnPk9hGy1FnmMqViKd39u5sNob+ycn21PBSBfoCpnZ2L3QPl3SsAigbVV4eapqJ7xZ5wJC2Ohk2/pjSYNMq0a/o3P1mkqzValny1A3WxXaXz4m4Tv2U3TaZa530a3Oc1i7mlu0cOteWBWpqWu+tgFIvp16WpaSMEd08IbUmbBXt4dfN5TsWkU56vlDKoEfX69ST6q7UY9foy8wEYDQauf/E9Xt064t66uVX1L6zjkPoxdPRI4bWmp/nrgQ280+wveg+eaVUZNUl57Xz3sULOx2Uyc/0ZRi7bifjU1+wUvcpm+XuMlfxlMoiBnWH0V/DKZRi+jASPAP4btYnn9j3Hgz8/yKuHX2Vn9E6y1Fl4yD0Y3XQ0n/X7jGOTj7F60Gomt5xcrQYRwK1FKN49w4j+8nuMxXaWKa1/FS7P8XmwG65Ng6q1HjVJefeKveFIWhwNm/c+vbL0K65/uZY2H71Fo8fHIxKJStQn78Ytzjz5ErpcFX2O/opU6VJumVWJiVndWON9WliHxKwCtpy9xbJfz4FzkcYgHxcmhjVkQlhDAjxKtk9G+AX+HjsVvxEDaf/5YiTOJfPo1Wouvr6E2//bTdefV1Gvd8WbfFrU8eAH5Idv4urGt2nvaRod6Qwi9qSEMPqd7yGwY1nF1Bh3X8MCXQG52lwKdAUU6AoYMv1jkOoRSfSs/PBxzsWlsP9yHNqMa7SXRBEiiUMnNlAgEpEvcULt2ZgCj0AKpHLy9fmodWpytbkltkdq4t6E/o36069RPzrU74BUXDsfZNJOnOHUw88ROG4obZe9g0ShKNG/9Pn5/PPKeyTs+IMe277Dq2vtt8u94kgekramxdbqU5fYvFE06vVEvvMxN9f9gkfndjSYMBynju1o+thyLn72GLm//0nirv3I6vvQdcNXKEOalFteXS3qLouKAoKXdm6j0UjwyPfB1x/q1QeJ6aErFkHvZvWZ1KUhA1v5WQSWTtxzgAsvLcDJ053ACSPwG9oPJ28vtJlZJP9xmPj/7UadnErbzxbTYPzwcuvJEoz0AAAgAElEQVRc1nIRk5aXSd08HuXZ1RB9qPiP4IHZEDrAFOeshintGn58+mPWR66v9nOJRWI61u9o/iwa7FHxkqCaIn77Xv6ZswhZPW8CJwzH5cEHaP7M11z59lnyjp4gfstuNOmZtP/i/wgYOajO6nkvONKD29a02Fp96hKbnlMEEEkktPngTer3f4CbP23l0qJPUOmM4BHGuemvUC+4AcHPP0XQjMdxcnezuty6jolZFtYYY5FIROzuBQAE9XsDfOrTbfADnIpJ58iVFI5cScHD2YkxHQOZ1KURbQLd8R8+ANfmIcSu2UjcT1uI/mqtuTypuyv+IwfSZPpjuLdqZnVdY44sI1et48KtTGJSVVyOz8IltBn71W1oM3QDTTTX2L1kOiN9ryONOQIxR8C3DTzwErSdANKyAwRUF8WvoUJiWmLiLHVGLpaj00vRFujx1OfhSw5Kox6FwYgCMTL3Rvx+QcOEsaPwcHFDLpGjkCpwljqjkCiQS+U4S5yRS+WEeITgpbDOkammCRwzFLeWocSu2cjNdb+Q/cU68Ajj1KTncPdQEjB6MEHPPGYRvEFAQKAImx8p3k3u9RhuHzzJ/+2NZMlTfWg80rRjs61gNBpRRd9AnZSCSCpFGdQIuW+9MvPnF2iYt2QTny2YjLOiakYiNlXF/8JvseXsLRKyiva7a+nvxsNdGjG2YyA+rnJ0eXkk7tyHJi0DJ29P/IY/hMy97N3o9QYjtzLyiE5RcT0ll+hUFdEpuUSnqEjOKTtwtUQsorG3C108c5mo3Unn1B046U3ejka3QEQ9ZkLYFFB4lPitOi0d1fUbGHU65PV9UIYGV3kHFJ1BR0KmmvVHo8gN/4WJ7KOz+FqRTu+mSLpOhw6Pki92rbZ2qSsMGg1JEZG89e1+PpgxEL+OrcuNVGTrVOe9UtfYmhZbesbXNXZjFJP+OETc+i2kHvoLo77IkcAlqCGBE0ZYPVKsjHdpZfLq8/OJ/e6/xP9vN7lXoosOiET49OpKw8fHETB6SIUP9sp+ti2tjnqDkWPXUtl8Jo4/IpPMYcekYuimz6Dz3wdoefUCEuOddHdX/IYPwOupySR7+ZkMXjHDdyMtz7zvX2nUc5URXE9JcD0l+VoD0Sm5xKSqyNNYOva4k8vjkj+ZKt2Lr8i0ur1A7EJkwAQy2k0noHEILuGnSfnvVtKO/m3RzsqmTQgcP5ygGY8jdTUtYtfqDWTmacnI05Ch0pj+e+ffH3+3H5ykDOjTgTxVNq65N/AuuEFL7SXGS47iITIZZ4NIyu7EJmy43YpN23+qlU+7AgK2hi08420FmzeKRr2eyAVLufnDZjzD2hE4YQTOndvz1vcHWTS8LRm/HSBx5746nVPMj0/kzBMvkRd9A7/hAwgcNxRlaDBGnY6MM+eJ37KH9L/OEDB2KO2Xv2cRQaS0N0Zrzm3tvouZeRp2nI9n44FILucWNXU9hZghoV7kqtRcjUvlZp6RXFnZbSuTign2URJS/85fPVfzfz1cnEpoUcidSMwuIDrFZFyvp6jMhjYlM5vR4uM8K9lNM7HJSUVrlLDD0JM12uGkaOsT7KmgWZN6eLs4kZacSWL0bVJSsshzdUfboCGZGgM5BUX7AIoxEChKJUSUUOwvnhBxAoGi9BJ68pUNUfSYTrfF10nVupS4hrb2Jn+vOIoOELTUJIJRLMLmjWLUR18S/dU62i59m0aPjy+1Pnk3bnHmqZfR5eTWuvepQavl2EMPY1BrCFv/BW4tQkvNl7Djd86/tICGj46l7Udvm9Mr4316L/WDIu/T/FFjuDBoLNv/TSJdpSk1r5cqi2ZN6tEiNJDgeiYD2LS+K4GezkjE5Y+irO0nBVo9N9LyiE7ORn/lD1pGryM0L8J8/LC+PV/rR/KXoQ1geU53VBYGr6kogVBJAk1IREbZ7u1auTc6r6aI6zdH3n48NH2I4H7zzcfvvo6O8pBwFB0gaLmf6lOX2LSjjSY9gxvfbiRk1hSzQSwNlyYN6fLTlxzpNYa49f8jeOZT5ZZ7dzzMu9OK56uI+K17UF2/Qa8Dv5RpEAECRg+hID6JqPeXE/LiFFwalb8HZFk7UdyLV+y1T1fj2rwpQ758m3ESCW+OMvDn5SSOXUulnquckPquhNRTEuTtzIWHn0EcJ6HHq2srLvgeUThJaOHvRgt/N2g/lYKkkZwY/hBtx3niqv+XvpIL9JVcINGlORdcH8TXmIyf5hZe+TdQaEqO+sxIZKaA2z6h5v0Hx7/zO9F5HmTpTE42Rdf1d/PPbCnIgICAvXDkyBGWLVtGeHg4CQkJbNu2jbFjx5qPb926ldWrVxMeHk56ejrnzp2jY0fLJUD9+vXj8OHDFmnPPfccq1evrhUNpWHTRvH2LztNyw+efaLCvC6NGhA4YQQ31v5coVGE8uOKFj9eETfX/UL9QX2s8tps9NRErn/5PXHrt9DirZetquPdxruy9VPFxpF66AQdVnxgDpcnk4oZ2jaAoW1LRq1p+vI0zk6ZS3bkFasX8FeVW5u2k5PtjuLlPYh0KXBiJZz7Cf+8K/jnXSmRX6t3QZUtw3PguKLNd+uFgmcTiz0IAbbuehyoWvxYAQGBkqhUKjp06MC0adMYP77koEWlUtG7d28mTZrEjBkzyixnxowZvPde0SYOLi7lf+mraWzaKObfTsSlcQOLEG8AcpmUt18cifyufcg8OrYh/n+7KnWOqsY+zb+diO/gijc3BpC6uODaoikF8YnmtLK0FK9fcJ/XSE7LNqdVpo4FtxMA07WxBo8Obcy/q6xRrEhLeXVUhjS+4yjlBiM+gf5vwZnvICUKvILvGL9Q8Anl1o87uPrxSgYvt35n+Mq2871qsTUcRQcIWmyNYcOGMWzYsDKPP/nkkwDExsaWW46Liwv+/rYTbrBSLZKTW+Tm7ySV4KyQkV+gQasr8jKUy6TIZU6o8tToi4WbUsickMmk5KoKMBSbxnRRyJBKJWTnFm2dA6B0liN2UZCZnk1WVq55lOOmVCCVSHh5yiDUGh1qjcnZwt3VmbzkNNRKV3NZYpEIV6UCjUZHQbFwShKxGKWLHLVGS4sBb1Lf242U9Bx8vd0I7vMakX+8b7UmidKFzKQ0i/qXpclFIUOdkg5BTSyOvf3iKAwGY4n87q7O6HR6jEajuY7179Qxav+HZWoqvCYAGifTJH5WQgr6+vUr1KRJTAWgQOJklSalsxyxWESOytQ3CttF5iTFYDCiyrdcslGoKa+gaE5TLVOgSc9EXaBBbb7uzki6vFxSkw6yE1ORKF0q1fdaDHzT4hoGPfgq1w4uLVOTzElaoo+5KRVWa7Km7xVvp5q8n16eMgipRILRaDS3UyH2pEmt0Vm0yd19z940LZg1muzcfIvy60pTITnZOWAo+o1cLkcur9yOLZVlw4YN/PTTT/j7+zNq1CjeeeedOh0tVsrRpjhTJvRm1ZKneH7Bj6zbcsyc/vaLI1kwazSjnvkP+49HmtNXvvckUx9+kM4jF3HpeoI5fce3sxnUuw2+XV626AjhOxbjlpJA8+mWb/RJp5dzNSaJ3pM+MKe5KRUk/vUJn3aZyEJt0RtHq6YBnN31Lms3H+WFhUWRTAb2as3ONXOoH/YSuXlFncxZIcPDzZmsnHzyi3Wy8jT1iDzFmP9eIE5U1HHK0rR/8XgS577NEx5hFpr6dW/BklcmlNCkdJGj0ehIz1KZ06USMfW83cgv0JCVU/TgK9S05KsdvL+iaLT89LgHmLz/F1a6NmVnQpHWsjS91c6TB6LO8mrDB7gcXTSiLa+dGgZ4legfSaeXcyshg7DRiy00JZ/5gn3HLjJ6xnJzevNALz669AdXnnuRNzadqlDTYFEW749qxwqnxlb1PQ83Z5wVMlLTc9AVW+bh7aHk9snPS9Xk7eFCcN/X71lTRX3vbk01fT8d++UtmgX7Vamd6lpT/S4vk1vNfa+uNP3y5Qt8s+kQJyOibULT0jcexq/rbAqurLMwiosWLWLx4qJzloVIJCoxp1hIbGwswcHBpc4pfvPNNzRp0oTAwEAuXLjA/Pnz6datG1u3bq3wnDVFpYzitYNLcXM1OSzUykhRLOLQpJnk3bhNl/Vf4NwgADelgszsPAJ7zDXXx2gwcHvZCqK/30TY3v+ad4Mo742p7VBTRBij0ciF3/7PrKn14LfBaNrprjC9PE2GjAz2dh+F7/CHaP3Bm4il0lI1qdPSufjUy0gVctr9b415vWJObgGh/ecTf/JzJJKiIATFN+otXkexSES7Ye+USC/vLTB50zbOLVhGmy/fx29QnzI1pR45ycXn59Nm/gv4Pj25Uu2Uoyowa7l2cCmBfp6VerP994kXyE1Mof1PK1D41S9Vk9Fg4NLiT0navINBx35F5OdbYd8rfh3/+e3/zJqKpxdujlxcU25eAf7d5lj0eXsZgRRvp+L9y9PdxW5HVVKphNuJGeb+5eaqsOuRok6np0HPeRb9C+pupKjV6U3P+ANLLOpj7UjxXo3i3fz5558MGDCAa9eu0bRp0wrPWxNU6vOpm6uihLuus0JGaQ68SpfSL6SrsvTd3MtyA+7x+SL+nvgs/058htBXZ6IYPRiJk6lsV2cnNBEXiFn1I6kH/6LdB28Q0K5FiTJkMimyO9/u73ZYiT36icW/C+fwRECH4QvNaWVq8qtPt/8s4sJLC7ickEjTl6bh2qeHWZM2O4ekPQe4umwVRr2ejmu+wdWt5KcBiURsEfu0vJ3rzXUUiegwfKFFHrnMCbnMcif1Rk9MIP3kWa7NehPt9Mk0fnIi8jthvpQuclTRN4jbuI3Yr9cT8FBvgp55rMzIJ2W1U/F0N1cFIpEIiURUan6pVFIivd3n73Jq4gz+nTCN0FdmEjB6ME6uJocYmURMztnzRH+1lozjp+n8yTu4NGkIUGbfK2znsq5j7NFPzHnubufiv7u7z1dGE1j2veKU1k5Qc/eTRCJGJCq97vaiyfxycleb2KOmwpeW0p6pUPuatIX1cXer0yUZ3bubNiKwG6NYFzg3DKTn7h+JfPNDLi1YyqWFyxA3DwXcONpnHJKUVFyCGhL243J8B/apVNlleR+WtvyhPALHDkPuV5/INz/kzBMv4eTtiUtQI4w6HbmXr2HQ6qj/UC/afrwARYBfuWVZu+SirCUbpSGWSum44gOut2pGzKofuLHmv7iENEbm5YE2KwfVtVikbkpCXp5O6NxnEUtrv1sogxrxwJ6f+PeN97n45odELliKW8tQRE5O5N+8jSY1HZeQxnTduIJ6fXtWquzy2rku4tsKCAiUTkSEab1yQID1+7lWNzZvFAHkPt50+mYZ6tQ0EnfuIz3yKm95ZBPUfjgNRgzAs3O7SsXFtNYVvzIPTZ+eXeh98H/kXIwicfd+CpJSEUslBI4bRsCYISj8fUv9nULmxMr3nkRx582t8JzW1LEy9RNJJITOfoaQ558i5c/jpB07hU6Vh8TFmWavv4DvwAeRKEp/Q7eWu7VUFrlvPcK+/xx1cioJO34n92oMBo0Wn15d8RvWH48Obaq9nct6AaqqFlvBUXSAoMXWyM3N5dq1otjBMTExRERE4O3tTePGjUlPT+fmzZvEx8cDEBUVBYC/vz/+/v5cv36djRs3Mnz4cHx8fLhw4QJz586lT58+tG/fvk40gR1EtClEX1Bg2uJo62/kRF3HqNUiq+eN35B+BI4fbv6cVhE1FfsUTOHeEn7dS+KeP00BwSUSU8zOsUPxG/aQOWanQNno8vJM7bxtL7lXojFqtcjr++A3rD8B44ZVGPSgkJpsZwEBR+NenvGHDh2if//+JdKffvpp1q1bx7p165g6dWqJ44XOO3FxcTzxxBP8+++/qFQqGjVqxLhx41iwYAHu5WxQUNPYzvYS5ZB24gyHe4wkYuYbqFPTcR/cn1lOzRE1aUz0yh843HMUlxZ/gkGnq7iwO1Q0wqrMZzWjwcDVT1dzqNsIri5bhXMDfxo8PJKA0YPR5xdwYfZCDnUbTvL+IyV+m6sqoPPIRRYeaPZKVbWkHv2bwz1Gcf6Ft9BmZBIwciANJo3CJagR15d/x+Eeo4h6fzlGvb7iwu5wr+3sKO3iKDpA0GJr9OvXD6PRWOJv3bp1AEyZMqXU44XerI0aNeLw4cOkpaVRUFDA1atX+fjjj+vUIIIdfD5NPXKSM0++hFe3TnTf9j3K4MZk5+YT/cts2n66FKUEbv6wmagPvqAgMYWOqz4q9xObNXNxlQ2lVhiwPHTeswQ9+wRObq4Wx/NvJxD59lLCp8yl4+qPLDZ3NRiNXLqeYOGZZq9URUvy/iOcnTYPn15dafPR2yVG/jpVHjfWbuLKRytQp6TR/j/vlVGSiaq2s6O0i6PoAEGLQO1g0yNFo17Pxbc+xKtbJ7puXGFealEcibMzwTOfov0X/0fijj9IO/p3heUWfwDePVKorEHMOn+Rm+t+ofWS12n2yswSBhHAuUEAnb/7FL8hfbn0zsfo1WXvQXg/YtBqiXx7KT4Pdids/ZelfgqXKl1oOmsa7T5dyO1fdpJ+MrzCcquznQUEBO4PbNooJu09SF70TVq89ZLFdkulETBmKB4dWnP9i++sKru0B+a9PCijV6zDJaghjZ96uNx8IomEFm/PRp2Szu1fdlpV9v1Cws595MfF02LBnAo9XxtMGo1bq2Zc//J7q8qurnYWEBC4P7Bpo5gZfgGXoIZ4dmpnke6ikLHj29m4FNuHTCQSETBuGJnhF6wuv/gDUdnmOXN80co8KDPOnCdgzBBzGLryUIY0waNDazLP/mNOK02LvXKvWjLDL+DaoqlVQdVFIhEBY4dUqZ1LS78bR2kXR9EBghaB2sGm5xSNRiOIS9ptqVTCoN4lA1yLpBK4l/msYsG2K43RaJVBLEQkEVvUsSwt9sg9azEaEZXSzmVRmetdnMJ2Tk7LttgRpTQcpV0cRQcIWgRqB5seKbq3bk5e9E1yoq5ZpGfn5uPb5eUSIceSfjuIW5uSEW3KovAzmq+PO6qLX5sflJXxPHVv04KkvQexYmUL+fGJZJ2PxK3Y7hNlabFH7lWLW+vm5ERdRxUbV2Feo9FI0m9/WlzDiriXdnaUdnEUHSBoEagdbNooBowdiiLQjytLV2AsFk8QKBEbMPXwCdKPnybkxSlWlV3avFJ5jhlllvPC0+REXiVh+95y8xmNRq4uW4XExZlGj42zOHa3FnvmXrQ0mDgCmY8XVz76qsKXi5T9R8gM/4eQF562quyqtLOjtIuj6ABBi0DNY9NGUezkRMtF80j+/TARL7yJJiOzRB6jwUD8tt9M7vy9u+E3tORi0rspz9GisobRu2cX/EcN4sLshdxc/79S10pqc3L597X3uP3zDlq8PVtYxH8XEoWClgvnkrjjDy68vABtdk6JPEa9nlu/7ODcs69Tf0Bv6g94sMJyq7OdBQQE7g9sek4RIGDUYERiMRfmLOLPjoOoP6A38jBTpPUrH68gZ/c+ChKSCRgzhHafLapwbsoaz8PKxBUViUR0+Op9Ihcs5eL897n6yWoCRg9G2bQJRr2ejNPnSf79EBiNtPtsEQ0nl4wiLwANJoxAJBHz7yvvkbhzH/UH9cG7eydEUil5sXEkbP8ddVIqDR4eSZuPF1QY7q2621lAQOD+wG7CvKlT0kjYvpf4rb+Refkat/QSgr1cCBzWn8Dxw/Hs0sGquJg1Gf4r60Ik8Vt2k7j7AOrk1KIwb+OGETh+eKnBwPV6A1HRibQI8bfYOsoeqQ4tBUkpJPy6l/ite8i9GmMK51ffB79hD9FgwnA8OlkX57aq7ewo7eIoOkDQUpPYwjPeVrAbowigV6tJ2X+U7EtXyc3X4BVQD78h/ayOh2mLFO6G7qZUVCrYtS1SXVr0+fkk7z9qin2q05mM4pB+ODewPnJ+ZUd+d+d3lHZxFB0gaKlJbOUZbwvU/SuKFejy8oh852P+bD+AczNe48r6rfTaeJGIJV9yuPtITo6dSua5fyouyAbJURXg13W2Q0y6V1WLLlfFxbc+5ECHQUQ8N5+4n7Zw+3+7iXrvcw51Hc7fE54h659LVpdntbNUKfkcpV0cRQcIWgRqB5ufU1SnpXN68vPkRd8kaOaTNJgwAr2vL3SdTd+/95B//CSx3/zEybHT6LDiA4u4ogL2gzoljVOTniP/VgLBM58kcMIIlEGNAJOxTPrtT2K++YmTo56m49cf4zekn1XllvcZVXCwERAQuBubN4oX57+POjGFHrt+NEc8KVzbI1U602D8cALueH+ef/EtPDu1rdRnNgHb4J95i9FmZvHAnvW4NguxOCZ1VdLg4VEEjBlCxItvETFzPn1P7kLhV7/M8u7eJ/Huz6NCqDcBAYHSsOnPpzlR10ja8yfN33qp3BBgYicn2i57B6nSheiVP9RiDQWqg6x/LpFy4Bgt3plbwiAWRyyT0e7TRYhlTsR+vd6qsoXYpwICApXBpo1i4s59OHl50GDiSIt0N6WCpNPLcVMW7RQvVbrQ6MmJJGz7rbarWSVK02Kv3KuWhO2/I/erR8DowRXmdXJ3o+GjY4mvRDvfS+xTR2kXR9EBghaB2sGmjaI2Mxu5b70SO2QYDEZuJWRgMFg6zioC/dDl5NZmFatMWVrskXvVos3KRu5Xv8IdMgpRBPqjy1FV6hwxR5ZZxD6taIToKO3iKDpA0CJQO9i0UZT7+pB/KwHtXYZOla8mbPRiVPmW+xLmRl1HVs+7NqtYZcrSYo/cqxa5bz3ybtxCn29dHMicy9eQ1fep1DmC+7xmjnnq6+NeoZONo7SLo+gAQYtA7WDTRrHBw6MwaDTE/bi5wrzqlDRubdpOoycm1ELNBKqTho+MRp+rIm7D1grzFiQmE79lN40eH1dhXjAZw+IGUHXx6zKPCQgICNi0UVQE+NHo8fFcXbaKpD8OlZlPnZbO2WlzEcucaDL90dqroEC14NK4IYEPjyLqgy9JOXi8zHzq5FTOTp2L1M2Vxk9PqrDcuw1eaQHBS8snICBw/2LzSzJaLX4FdVIKZ6fMxW9YfwInjsSpQ1vclHJyoq6T8MdBbm3ajlGvp+umVcg8Peq6ypXGkSbb71VLmw/eQJOazpknXsJ/xAACJ47Au3tnc+zT+G2/cfvnHSAW023TKpzcXMstryIP04qWbFRFi63hKDpA0CJQ89hFmDejwUDchq3E/bSF7H8uWxyTergRMGoQofOeQ+HvW+t1E6g+jAYDN3/4hbgNW8mJvGpxzMnLg4AxQwidMwO5b70Ky6rJGLcCAo7GvTzjjxw5wrJlywgPDychIYFt27YxdmzRhgdbt25l9erVhIeHk56ezrlz5+jYsaNFGQUFBbzyyits2rQJtVrNkCFDWLlyJX5+JeNE1xY2P1IEEInFNH5yIo2fnEju1WgyIq9y/HIC/bq3wPeBMMQyWV1X8Z7R6fQcPHmZ/j1aIpXe247ytkJVtYjEYppMnUyTqZPJ+ucSGafPY1BrcAluiO+AB0t4IZdHZQxcaXkdpV0cRQcIWmwNlUpFhw4dmDZtGuPHjy/1eO/evZk0aRIzZswotYy5c+eye/duNm/ejIeHB7NmzWL8+PEcP172NEqNY7SCrJw8o6LlDGNWTp412WscW6tPVRC0WJJ+5rzx/NxFxj+a9zLuCeho+gvsZDw5cYYx7r/bjHqNphprXDaO0i6OosNoFLTUJFWtD2Dctm1bqcdiYmKMgPHcuXMW6ZmZmUYnJyfj5s2bzWmXLl0yAsYTJ07cUz2qg0qNFHNyi4LXOkklOCtk5Bdo0Or05nS5TIpc5oQqT43eYDCnK2ROyGRSclUFGIp9sXVRyJBKJebQbYUoneWIxaISAXPdlAr0ekOJ+ri7OqPT6ckr0JjTxCIRrkoFGo2OAo3WnC4Ri1G6yFFrtKg1RZsC14WmQg16vaFEfnvTVKglJ9cU/d9gMJZwOS9Lk9JFTuTSFVz+Yi3OTRoQ8PRkfLp1RKlUkHktlpvb/+DvV5bgsX4rXb75GM8G/jWqyXgnX/E+VllNttBOxfuX8c7ODMWxJ03F+xeU/4ywdU26O78t3r/qUlMhOdk5YCj6jVwuRy6XUxOEh4ej1WoZOHCgOa1ly5Y0btyYEydO0KNHjxo5b0VUyiiG9p9v/v8pE3qzaslTzFuyiXVbjpnT335xJAtmjWbyy6vYfzzSnL7yvSeZ+vCD9HnkQy5dTzCn7/h2NoN6tyG033yLjhC+YzENA7zw6zrbog5Jp5dzNTbJoj5uSgXJZ77g4MnLjJ6x3Jy3VdMAzu56lw3bT/DCwqKwYAN7tWbnmjks++Y33l+xq841AVyNTaLv5I/M/7ZnTaH955N0ejm3EjIIG73YKk2bBzfiu1XbWeURBpnA+gsMjNaxc80cVoXH8/5FwL0zRMPQ0fPZcnJNjWrycHM2aymksppsqZ2uxibRsmlAqfeTvWjqOHKhRZuU94ywdU2bvpgJQMeRC8lVFRm6utK09I2HAWjYqKGFUVy0aBGLFxedszpJTExEJpPh6elpke7n50diYmKNnNMaKuVoc+3gUtxcTR5TdTlSzM7Jp8/kD9m7dh7KOx5ctvQWWBlNKlUBw6d9zqH/voFIbLmvmr1pUqkKGDr1M/aunYe/r6fVb7a67BzO9B2H/6PjCHr9xXI1ZV+M4sy4aXT5z2J8Rg+tMU15+Wp6T/rAoo/Zwwjkbk2FbXJk05u4uznb5aiqUFNCUoa5fymVCrseKRr0Bh56/GN2fzfH3L+g7kaKWp3e9Iw/sMT8jAfrR4oikaiEo00hsbGxBAcHl3C02bhxI1OnTkWtttTUrVs3+vfvz9KlSys8b41gzTdWW/v+LeBYXF+5zrg3qJuxIDnVqvynn3rZeHTgpBqulYDA/UNdzCkeOHDACBgzMjIs0hs3bmz87LPP7qke1YFNL94vC41Gx9rNR9EUe9uxVwQtkBcbh2uzYORWhm7zedPBCbgAACAASURBVKALebG37qWKVuMo7eIoOkDQ4miEhYXh5OTEgQMHzGlRUVHcvHmTnj171lm97NIoFmi0vLBwvcWnAXtF0AJiuQxdrsrs3FIRupxcxPKaXYbjKO3iKDpA0GJr5ObmEhERQUREBAAxMTFERERw8+ZNANLT04mIiCAy0jTHGhUVRUREhHm+0MPDg+nTpzNv3jwOHjxIeHg4U6dOpWfPnnXmZAN2ahQFHIv6/R4gL/YWacdPVZjXoNVya9N26vWtu5tGQEAAzpw5Q6dOnejUqRMA8+bNo1OnTixcaHKI2rFjB506dWLEiBEATJ48mU6dOrF69WpzGZ9//jkjR45kwoQJ9OnTB39/f7ZurTgGck1iF4v3BRybev174d62BZff/YzuW9bg5O5WZt5r//mWgvgkmr40rRZrKCAgcDf9+vUr9+vOlClTmDJlSrllKBQKVqxYwYoVK6q5dveOXY4UJWIxA3u1RiK2y+pbIGgxea61+2wx+bcSODHiSZL3HcagtfyslBN1jfMvL+D659/SbP6LuLVsVp1VL4GjtIuj6ABBi0DtYBexTwXuD1TRNzj/0gKyzv2Lk7cnnmHtEUsl5MXeIufSVZw83Wn17qs0eHhUXVdVQMChEJ7xRdjla4pao2XJVztQ2/EkdSGCliKUIU3ouetHeu3/mYaTxwCgzy/AvV1LOq/9nIci9tWaQXSUdnEUHSBoEagd7NQo6nh/xS6LBaj2iqDFEpFIhHvr5rRcMIcuPyyn68aVtP/Pe/gN6Vergd8dpV0cRQcIWgRqB7s0igICAgICAjWB4H0qICAgIGDznDp1ihMnTpjXOfr7+9OzZ0+6detWreexS6PoJJUwZUJvi+ju9oqgxTZxFC2OogMELfcrycnJTJgwgePHj9O4cWPzBsRJSUnMnTuXXr16sWXLFnx9q2eTecH7VEBAQOA+x5af8RMnTiQ+Pp61a9fSokULi2NRUVFMmzaNwMBANm/eXC3ns8s5xfwCDc8v+JH8YpHh7RVBi23iKFocRQcIWu5Xfv/9d1asWFHCIAK0aNGCL774gr1791bb+ezSKGp1etZtOWaxdYu9ImixTRxFi6PoAEHL/YpcLic7O7vM4zk5OdW6EbJdGkUBAQEBgfuDRx55hKeffppt27ZZGMfs7Gy2bdvG1KlTefTRR6vtfFY52uj1preZ24kZ5LgWVJC75incgDM+KZOc3LqvT1UQtNgmjqLFUXSAoKUmKdyUuvBZb0t89tlnGAwGJk+ejE6nQ3ZnvbJGo0EqlTJ9+nQ++eSTajufVY42Z/6J4cFJH1bbSQUEBAQEbI+jv7xJl3bBdV2NUsnOziY8PNxiSUZYWBju7u7Veh6rRopNG9cH4NrBpbi5Kqq1AvdCTm4Bof3n20x9qoKgxTZxFC2OogMELbVRn8JnvS3i7u5O//79a/w8VhlFicS0lsbNVWFT7rq2Vp+qIGixTRxFi6PoAEFLTVL4rLcnkpKS+Prrr837OFYVwdFGQEBAQMBuSUxM5N1336228uxy8b7RaCRHVYCbUoFIJKrr6lQJQYtt4ihaHEUHCFpqElt7xhfnwoUL5R6/fPkyjz76aLU5CdllmDeDwcithAxahPgjkdR9h6oKghbbxFG0OIoOELTcr3Ts2BGRSERp47fC9Op8sbDLz6eqfDVhoxejylfXdVWqjKDFNnEULY6iAwQt9yve3t58++23xMTElPiLjo5m165d1Xo+uxwpCggICAjcH4SFhREfH0+TJk1KPZ6ZmVnqKPJeEYyigICA3dF20KskJGdWqYwAX0/+3Vd9i74FaoaZM2eiUqnKPN64cWPWrl1bbeezW6Popqz7tT3VhaDFNnEULY6iA4q0JCRnkqep2uxPVY1qVXGkdqlJxo0bV+5xLy8vnn766Wo7n13OKbq7OpN85gub85K6FwQttomjaHEUHSBosTWOHDnCqFGjCAwMRCQS8euvv1b4m0OHDtG5c2fkcjmhoaGsW7eu0ufVaDRERUWh0+nuodYVY5dGUafTs+/YRXQOEGFe0GKbOIoWR9EBghZbQ6VS0aFDB1asWGFV/piYGEaMGEH//v2JiIhgzpw5PPPMM/z+++9W/T4vL4/p06fj4uJCmzZtuHnzJgAvvfQSH3300T3ruJtKfT4tHrjWSSrBWSEjv0Bjsf2JXCZFLnNCladGbzCY0xUyJ2QyKbmqAgzFJkVdFDKkUok5IG0hSmc5YrHIHDi3EDelghxVAaNnLLcIkeTu6oxOpyev2P5kYpEIV6UCjUZHgUZrTpeIxShd5Kg1WtSaoreNutCUk2vSEn/ycyQSy3cUe9NUqOXawaUE+nliMBhLeNfZiyZVvrpEH3NTKuxOU/H+5enuUur9ZC+aklKzzW1SHY4VRqORXFVBnWjS6fQl+heU/9yryXYqJCc7BwxFv5HL5WVuyzRs2DCGDRtW6rHSWL16NcHBwXz66acAtGrVimPHjvH5558zZMiQCn//5ptvcv78eQ4dOsTQoUPN6QMHDmTx4sW88cYbVtelPCplFEP7zzf//5QJvVm15CnmLdnEui3HzOlvvziSBbNGM/nlVew/HmlOX/nek0x9+EH6PPIhl64nmNN3fDubQb3bENpvvkVHCN+xmIYBXvh1nW1Rh6TTy7kam2RRHzelguQzX3Dw5GVGz1huztuqaQBnd73Lhu0neGHhenP6wF6t2blmDsu++Y33VxS589aVJoCrsUn0nVz0tmPPmkL7zyfp9HJuJWQQNnqxXWrycHM2aynEnjVdjU2iZdOAUu8ne9HUceRCc5sYdWpEUheqQl6+mj6PfFgnmjZ9MROAjiMXkqsqMnTlPfdqsp2WvvEwAA0bNbQwiosWLWLx4qJzVoUTJ04wcOBAi7QhQ4YwZ84cq37/66+/8vPPP9OjRw+LdYlt2rTh+vXr1VJHqGREm+JvNXU5UszMziOwx1yHGSmG9p/vMCPFwiDH9j5SzM0rwL/bHIcYKRb2L3sfKd5OzDD3r3aDXyVfW7U4nc5Oem6eWFFnI8UGPefZzEhRq9ObnvEHlljUp7yRYnFEIhHbtm1j7NixZeZp3rw5U6dO5c033zSn7dmzhxEjRpCXl4ezc/nzqy4uLvz777+EhITg5ubG+fPnCQkJ4fz58/Tp04esrKwK62kNlRoplha81lkhozQpSpfSL6RrGR5XZU04l5buJJXQqmkAHm7OFuVJpZJS88tkUmSyklLlMifkMqcS6bWpSSwS0appAE5SSanl2JOmQi0ebs6IRCIkElGp+e1Bk0QsLrWP2Zum4v1LJCq97vaiycPN2aJ/VRXRHeMBta8pV1VQav8qpLbbSXvnJcrN3c1mnX+6dOnC7t27eemllwDMfWDNmjX07Nmz2s5jl0syXJUKzu6qvgCwdYmgxTZxFC2OogMELfaOv78/SUlJFmlJSUm4u7tXOEoE+OCDDxg2bBiRkZHodDqWL19OZGQkf/31F4cPH662etql96lGo2Pt5qNoNDXjklubCFpsE0fR4ig6QNBi7/Ts2ZMDBw5YpO3bt8/qUV7v3r2JiIhAp9PRrl07/vjjD3x9fTlx4gRhYWHVVk+7NIoFGi0vLFxv8b3cXhG02CaOosVRdICgxdbIzc0lIiKCiIgIwLTkIiIiwrxU4s033+Spp54y5585cybR0dG8/vrrXL58mZUrV/LLL78wd+5cq8/ZtGlTvv32W06dOkVkZCQ//fQT7dq1q1ZddmkUBQQEBATqljNnztCpUyc6deoEwLx58+jUqZN5s9+EhASzgQQIDg5m9+7d7Nu3jw4dOvDpp5+yZs0aq5ZjlIdOp7M4T1WxyzlFAQEBAYG6pV+/fuWuFy0tWk2/fv04d+5ctdbj4sWLdO7cudr2U7TLkaJELGZgr9ZIxHZZfQsELbaJo2hxFB0gaBGoHSq1TtEWd2UWEBC4//Dp8EyVA4K7yAyknV9TTTWyb2z5Gd+5c+dyj+fn53PlypX7e6So1mhZ8tUO1HY8SV2IoMU2cRQtjqIDBC33K5GRkbRv354xY8aU+te3b99qPZ+dGkUd76/YZRGVwV4RtNgmjqLFUXSAoOV+pW3btnTv3p1FixaV+jdz5sxqPZ9dGkUBAQEBgfuDXr16ERUVVeZxNzc3+vTpU23nE7xPBQQEBARsluXLl5d7vGnTphw8eLDazmeXI0UnqYQpE3pbbHlirwhabBNH0eIoOkDQIlA7CN6nAgICdofgfVq9CM/4IuxypJhfoOH5BT+SX2y7FHtF0GKbOIoWR9EBghaB2sEujaJWp2fdlmMW+5nZK4IW28RRtDiKDhC0CNQOdmkUBQQEBAQEagLBKAoICAgI2DyXL18u89jvv/9ebeexS6Mol0l5+8WRyEvZVdreELTYJo6ixVF0gKDlfqdz586sWLHCIk2tVjNr1izGjBlTbecRvE8FBATsDsH7tHqxh2f8L7/8wvPPP0/37t1Zu3YtCQkJPPbYYxgMBtavX0/Xrl2r5Tx2OVJU5akZ9cx/UOWp67oqVUbQYps4ihZH0QGClvudSZMmcf78ebRaLW3atKFnz5707duXs2fPVptBBDs1inqDgf3HI9EbDHVdlSojaLFNHEWLo+gAQYuACY1Gg16vR6/XExAQgEKhqNby7dIoCggICPx/e+cdFtXRhfFzWYoIqKCACggoKILKIooUQYmCJbZEY40VTdQYe4tEUaNYo+ZL/CzYgr33+mnsYMcSsEdFqRZUirTd9/uD3OsuC4gK7N1lfs+TJzL37t5zdmbuO+XMDKN8sWXLFmrYsCFVrlyZ7t27RwcPHqSVK1eSr68v/fPPPyX2HCaKDAaDwRA9QUFBFBoaSvv27SNzc3MKCAigW7dukZWVFUml0hJ7jkaGPlXQ16P/zuxLFfT11G3KZ8N8ESfa4ou2+EHEfCnvXLt2jerVq6eUZmpqStu2baP169eX2HNY9CmDwdA4WPRpycLe8e/RyOHTtPRMatwhhNLSM9VtymfDfBEn2uKLtvhBxHxhlA0aKYpygG4/TCD5hzu5oof5Ik60xRdt8YOI+cIoG0Q7p9ggYDwlJL8u8BoAQm4W2XmPII7jCv2OGhZV6O//LSwtExkMBoOhZYhWFBOSXxc5Z8DpVqR3OR/+DgaDwWAwiotGDp9qExUr6NO+sFFUsYK+uk35bJgv4kNb/CBivjCIzp49S99++y15eXlRXFwcERGtX7+ezp07V2LPYKKoZnR1JRTQ3IV0dSXqNuWzYb6ID23xg4j5Ut7ZuXMntWnThgwNDSkqKoqysvK2yHvz5g2FhoaW2HOYKKqZt2nvyKLJSHqb9k7dpnw2zBfxoS1+EDFfxMjSpUvJzs6OKlSoQM2aNaNLly4Veu+6deuI4zil/z5mi7ZZs2bR8uXLKSwsjPT03q/v9PHxoWvXrn2WH4qIdk6xPJGqRWHZzBfxoS1+EJWeL0UF9hWXjw3s0/R82bp1K40dO5aWL19OzZo1oyVLllCbNm3o7t27ZGFhUeBnKlWqRHfv3hX+LipQMj93794lPz8/lfTKlSvT69clFz/yUaKYmvY+E/V0JWRYQZ/eZWZTTq5MSDfQ1yUDfT1Kz8hS2uy2gr4e6evrUlp6plIYcsUK+qSrKymgxVQCocr/Pic7O5cys99H5Uh0dMioogFlZedQVnZumflkZGhAOjqcUmXgf1OZTK5yfyVjQ8rNlVFGZraQpsNxZGxUQZQ+8b6kpmWSiVEFkstB6e+UTwHQFJ/4PS0Uy7wm+qRYvgCovIg1ySfF8lWMPUc+CABKS88kY6MKlJCcQhnZnzeUmZD8Wsknz87BlPTiDRFxRIDKG42PoFckTyM4wb/q5pXpwt7ZpZ5PPKlvU4nk7z9jYGBABgYGBfq7aNEiGjJkCA0cOJCIiJYvX04HDx6kNWvW0OTJkwv8DMdxVL169QKvfYjq1avTgwcPyM7OTin93LlzVLt27U/6zoL4KFF08J8k/HtA1+a0bFY/GjtrC63b+X6SM/iHDvTziE7Uc+QyOn4+Rkj/78y+NPAbX/LrMYduP0wQ0veFjaKA5i7k0HKSUoWtoPv5hT4jMy9zN+6NpOHT3m8D1NrHmfavGk0LVh6m2UsPlJlPV/dNJ+sapmTZdJSKrfcfJ1GLnnOFv02MKlDylf/QyQt3qNOQ34T0+nVq0LUDM0Ttk4P/JEq6/Bs9S0gh907TNdKnyiaGgi88muzT/cdJ5FSnhkrZ0ySfpB2mCXmC3CzidCvS55DxLov8esyhawdmUG6unIg+f35P0SfkZhRpY3Ei6P+JTRZ2minNfJo3+RsiIrK2sVYSxZCQEJo+/f0zebKzs+nq1av0008/CWk6OjrUunVrioyMLNSftLQ0srW1JblcTo0bN6bQ0FBycXEp+kf4lyFDhtCoUaNozZo1xHEcxcfHU2RkJI0fP56mTp1arO8oDh+1zduDk/PIxDhvDLi0W+v2PiM+u+VWUU9GL2+uVntrnaegnqJMJqf4pNfkaGepZCOROFvrRfkkk8np/uMkcrSzpCqVKqqlB7K/gR9lxCcqPZMfoMlf0AtLr1jDkrrcPk/Xop+Qo50lSSR5U++a1Kvi84nPE2n9WqSnJ9HonmLKm3ShfNXxHUnvcj7v/WCoJ6PYyKVkbFSBqroGff77Rl9OsZFLBZ/svEeUiI2PI/4o9XzKyZXlveNPzBLe8USF9xTj4+PJysqKIiIiyMvLS0ifOHEinT59mi5evKjymcjISLp//z41atSI3rx5QwsXLqQzZ85QdHQ0WVtbf/C3AEChoaE0Z84cysjIEOwbP348/fLLLx/8fHH5qJ6iiXEFlX3xDCvoU0E75RlVLLjLbWxU8MSq6n57xR9rLpR/x6v19XVJX1/VVQN9PTIoYEPe0vNJNR0ASSQ6pKcnKdBGXV1Jgd8jRp8AkFOdGmRiVIE4jiOJhCvw/tL06V18Ipmkf97BrWkJSSSR6Cj5wqMOn4g+PZ/4PNHTkxDHFWy7pvhUpVLFAvPkU+H+FY9///rs7yNS9qmkbOTzoDTzKeffRpRJJZNS2/vUy8tLSUC9vb2pfv36tGLFimKJGsdxFBwcTBMmTKAHDx5QWloaOTs7k7GxcYnayaJP1UxqeiZZNh2l8ZPuRMwXMaItfhBply+aTrVq1UgikVBSUpJSelJSUrHnDPX09MjNzY0ePHjwUc/W19cnZ2dn8vDwKHFBJGLRpwwGg8H4SPT19cnd3Z1OnDhBXbp0ISIiuVxOJ06coBEjRnzg03nIZDK6desWtW/fvlj3Z2Zm0u+//04nT56k5ORkkisMvRNRiS3LYKLIYDAYjI9m7Nix1L9/f2rSpAl5eHjQkiVLKD09XYhG7devH1lZWdGcOXOIiGjmzJnk6elJDg4O9Pr1a1qwYAE9efKEBg8eXKznBQUF0bFjx6hbt27k4eFRIsPTBcFEkcFgMBgfTY8ePej58+c0bdo0SkxMJKlUSkeOHCFLS0siIoqNjSUdnfczdCkpKTRkyBBKTEwkU1NTcnd3p4iICHJ2di7W8w4cOECHDh0iHx+fUvGHh4mimjExqkBJl38jk0KCCzQJ5ov40BY/iLTLF21hxIgRhQ6Xnjp1SunvxYsX0+LFiz/5WVZWVmRiYvLJny8uLNBGzcjloGcJKSSXa/65aswX8aEtfhBply+Mj+fXX3+lSZMm0ZMnT0r1OUwU1Uz6uyxy7zRdZf2RJsJ8ER/a4geRdvnC+HiaNGlCmZmZVLt2bTIxMSEzMzOl/0oKNnzKUCs76nrRu3yL7T8Ww5rVqdu9wnfRYDAYmk+vXr0oLi6OQkNDydLSkgXaMLSTd/GJZPy5i+0/U1QZDIb4iYiIoMjISHJ1dS3V57DhUxGgTYEDzBfxoS1+EGmXL4yPw8nJid69K/2jtlhPUc1UMjak5Cv/UbcZJQLzRT18aAj6VyLaW31/kd+hCUPQmpQnjJJn7ty5NG7cOJo9ezY1bNhQ6UxForxjqUoCJopqJjdXRicv3CF/TyeNP4Wb+aIeyssQtGKeMMofbdu2JSKiVq1aKaUDII7jSCaTFfSxj4aJoprJyMymTkN+o6TLv5XaRrxlBfOFUZoo5gmj/HHy5MkyeU65EUV1nKzNYDAYjJKhRYsWZfKcciOKCcmvKSP78+KKPldUGQwGg/FpnDlzpsjrfn5+JfKcciOKYkWH46h+nRqkU0prbsoS5gujNGF5Ur5p2bKlSpriWkU2p6glGBtVoGsHZqjbjBKB+cIoTVielG9SUlKU/s7JyaGoqCiaOnUqzZ49u8Sew0RRzWRn59LGvZHUp7MXNf5yskbPeyr6UtCJ35qENvmiLSjmCaP8UblyZZW0gIAA0tfXp7Fjx9LVq1dL5Dls8b6ayczOoeHT1lNmdo4w7/k5/6lz3lPRF01Hm3zRFlieMArC0tKS7t69W2Lfx5rADAaDwRA9N2/eVPobACUkJNDcuXNJKpWW2HOYKDIYDAZD9EilUuI4jgDlo8M8PT1pzZo1JfYcJopqRqKjQ619nEmio/kj2cwXRmnC8qR88+jRI6W/dXR0yNzcnCpUKNn9cJkoqhmjiga0f9VodZtRIjBfGKUJy5Pyja2tbZk8h4mimsnKzqEFKw/ThO/alfh3l/UuPoq+GOjrffgDIkabfBEDJXJuZg1LujNqSqnUFYY4+c9/ir8B/MiRI0vkmUwU1UxWdi7NXnqARg4IKPHvLutdfBR90XQh0SZfPpbSaEyVxKblqQlJpVZXGOJk8eLFxbqP4zgmiuqmpF4cEbt/KSGLSp8PtfZBRIsysmhP9f9RYXuOaMIRReUdtiUiQyzkn0csC5gofiLl8cVRnNa+CRFREfdowhFFDAZD3PARqFwpbPnHwrjUjJ6uhAZ0bU56Ij+zr7zB8kWcsDwp34SHh1PDhg3J0NCQDA0NqVGjRrR+/foSfQbrKaoZwwr6tGxWP3WbwcgHny8lEiDChoxLBI6I1ZVyzKJFi2jq1Kk0YsQI8vHxISKic+fO0dChQ+nFixc0ZsyYEnkOE0U18y4zm8bO2kKLfu6pblMYCvD54hWfSCbl4FR7TQBENOzncFZXyim///47LVu2jPr1e98w6tSpE7m4uND06dOZKGoLObkyWrfzHM2b/I26TWEowOdLaWw9zQ68/nRYXSm/JCQkkLe3t0q6t7c3JSQklNhz2Jwig1HGaPrG7wyGOnBwcKBt27appG/dupUcHR1L7DnF6inykT6paZkl9uAPP7NkvuNt2jtRfx//m6amZYrWRv773nES0tH5vMGFd5xE+L7S+M6S+j4+X95xEpKUsM9iz5eSto///pKwkUgz6kppfWdpwZf3/PuKiokZM2ZQjx496MyZM8Kc4vnz5+nEiRMFiuWnwqEYv0JcYgo5+E8qsYcyGAwGQ3w8ODmPrKqbqtsMJf7++29q0KABERFdvXqVFi9eTLdv3yYiovr169O4cePIzc2txJ5XLFGUy+WUkPyGjI0MSmVdyMeS+jaVrG2s6dnTZ2RSyUTd5nwWzBdxoi2+aIsfRMyX0gQApaVnUQ2LyqQjsg3XdXR0qGnTpjR48GDq2bMnmZiU7u9VrPEMHR0dcbUe5DlE8hwyMa5AlYwN1W3N58F8ESfa4ou2+EHEfCllKptUVLcJBXL69Glau3YtjRs3jsaMGUPdunWjoKAg8vX1LZXniatJwGAwGAyGAr6+vrRmzRpKSEig33//nR49ekQtWrSgunXr0rx58ygxsWSXPDFRZDAYDIboMTIyooEDB9Lp06fp3r179M0339DSpUupVq1a1KlTpxJ7jmT69OnTS+zbyhCJREItW7YkXV3NX2rJfBEn2uKLtvhBxHxh5GFmZkaenp5kampKZ8+epVu3blFISEiJfHexAm0YDAaDwRADZ86coTVr1tDOnTtJR0eHunfvTkFBQeTp6Vki389EkcFgMBiiJj4+ntatW0fr1q2jBw8ekLe3NwUFBVH37t3JyMioRJ/F+u0MBoPBEC3t2rWj48ePU7Vq1ahfv340aNAgqlevXqk9j4kig8FgMESLnp4e7dixgzp06EASSekfG8aGTxkMBoPB+Be2JIPBYDAYjH9hoshgMBgMxr8wUSwAuVyubhNKnNOnT9OFCxeISNw74X+IrKwsSk9PV7cZpYIm5wsRUWZm2Z2iU9okJCTQs2fPiEgz82XHjh20f/9+dZuhkTBRVODevXuUkZFBOjo6GlkRCmPdunXk7+9Pf/zxBxGRKDZ1/xR27NhBAwcOJA8PDwoJCaGnT5+q26RP5sGDBxQcHEzjxo3T+HwhIrp58yaNGTOmxLfcUgfR0dFkY2ND/L4mmpYvy5cvp969e5f4UoXyAhPFf9m4cSO1atWKlixZQhkZGcRxnFYI44oVK+i7776j3r170+XLlykiIkLdJn0Sa9eupaCgIKpduzZ17NiRFixYQIcPH1a3WZ/ErVu3yNvbm2JiYujChQu0atUqCg8PF65rWrm7ceMGSaVSMjMzo+rVqxOR5vnAc/36dfLy8iInJye6ePEi3bhxQ90mfRQrVqygkSNH0vr16+mLL75QtzmaCRg4ceIE7O3t0ahRI3h7e2P+/PlIT08HAMjlcjVb9+msXLkSEokEBw4cQHx8PKysrDBv3jwAgEwmU7N1xefQoUOwsLDAjh07hLQhQ4bg119/xZs3b9Ro2ceTnJwMZ2dnTJo0Sfjb398fy5YtU7pPU/Ln5s2bMDQ0xJQpU4Q0mUyG1NRUNVr1aVy/fh2GhoYICQnB/fv3YWpqihUrVgDQjPfAnj17wHEctm3bBgC4f/8+5s6diyFDhmDmzJl49OiRRvihbsq9KObk5GDevHn49ttv8fDhQwwbNgxNmzbF/PnzkZaWBkBzXlCKbNy4ERzHYc+ePULa1KlTYWFhgSdPnqjRso8jIyMDs2fPxvz585GZmSmk+/j4wNvbGzVq1EDfvn2xdetWXWNEMgAAIABJREFUNVpZfCIjI+Hs7IynT58KaX379kXv3r0RFBSECRMmCOliL3dPnz6FkZEROnXqJKRNmDABAQEB8Pb2VvJF7ERHR4PjOAQHBwtpo0aNgr29vVJeiZWcnByMGTMGDg4OWL58OW7evIn69evjiy++QGBgIKpWrQofHx+cPn1a3aaKnnI/fKqrq0t9+/alYcOGUe3aten3338nd3d32r59O/33v/+l9PR00R26WRzq1atHR44coc6dOwuBQx07dqQqVarQsWPHiIhIJpOp08RiYWhoSL169aKvv/6aDAwMiIiobdu2FBcXRz/++CPNnTuXUlJSaN26dZScnKxmaz9MxYoVKSUlhbZu3UpERLNmzaJNmzaRubk56enp0ebNm6lDhw5ERKIvdyYmJuTg4EDZ2dl04MAB8vb2pmvXrlGjRo2oZcuWtHLlSurSpYu6zSwW9+7do9DQUJo1a5Yw9NuhQwfS1dWlyMhIIhJ3fdHV1aXg4GDq2rUrLVu2jHx8fOjLL7+kXbt20dGjR+nu3bv0+vVrmjdvnrpNFT/qVmUxkpOTg6FDhwo9xoyMDKSmpmLmzJnqNu2z6dy5M9zc3NRtRrEoqKeUkpKCKVOm4J9//hHS9u7dC47jEBUVVZbmfRLJyckYOXIkLCwsEBgYCB0dHezatUu4fvDgQVSvXh2RkZFqtPLD5ObmAgBevHgBb29vVKhQAV26dEFiYqJwz8WLF1GxYkX897//VZeZxUZxFEJxiDEgIACenp7qMOmTeP78OcaOHYvvv/8ecXFxAN7Xo0OHDkFPTw/3799nw6hFUC5Fsah5KL6yZ2dnY+jQofDw8EBISAi8vLxQp04d4bqmwVeMS5cuwcrKCuvWrVOzRYXz9OlTZGVlASh4LodP4/Pir7/+go+PD549e1Z2RhaT1NRUxMXF4cWLF4JPycnJuHPnDo4dOwY3Nzel8nj27Fk4ODjg77//VpfJHyT/7//y5Uv0798fe/fuVbovPT0dDRo0wLRp08rcxuLw7t075OTkFHiNry8nT56ElZUVdu7cWZamFYs9e/Zg0qRJ6NGjB7Zs2YIHDx4AAF69eoUrV66o3L9u3Tp4eHgI00KMghH3+EwpsG3bNurWrRtFRUUVeF0ikZBMJiM9PT1aunQpubi40MyZMykrK4tu375NEolElOsYDxw4UGQ0Jj8UV6dOHapduzYdP368rEz7KDZu3Ejt27ennTt3UnZ2dpFRwBKJhLKzs2nx4sVUvXp1qlmzZhlbWzR///03dezYkfz9/cnf359mzJhBb9++JXNzc6pXrx5ZWVkRx3F09+5d4TNHjx6lKlWqkIWFhRotL5hHjx7RgwcPiOM4ksvlQl0xMzOj5cuXU2BgoNL9crmczM3Nyc7OjojEFZEaHR1NHTt2JD8/P3J3d6dNmzZRXFyccJ2vL87OzmRqakonTpxQl6kF8ueff1KvXr3o+fPn9OTJEwoNDaVvv/2WLl68SKampuTm5qZ0f1ZWFu3YsYPq1atHFStWVJPVGoK6VbksOXjwIIyMjFC7dm189dVXuHbtWqH3yuVypKamonnz5vDw8BBalIW1LNXJ9u3bwXEcDAwMcPDgwULv41v4Bw4cAMdxuHjxYlmZWCyOHj0KKysr1KxZE82aNcP27dsL7TGmpqYiMjISHTp0QIMGDYR8EUtwyu3bt1GtWjWMHj0ahw4dwoQJE+Dh4YHDhw8L98TGxqJRo0bo0KEDBgwYgCFDhsDU1FSUw8B37twRylh0dDSA9791YUNxwcHBsLOzw+PHj8vMzuLw4MEDVKlSBYMHD8by5cvRq1cv1K1bFwMGDBB8k8vlgn+bN2+Gjo6OaIa0X758iWbNmuGPP/4Q0g4dOoSuXbuiRo0aSvU6NTUVe/fuRYcOHeDi4iLUEzZ8WjjlRhSfP3+O9u3bY8yYMVi7di1atWqFjh07FimM06dPh6mpKbKzswGIUxDv3r0LPz8/TJ06FYMHD4aRkREOHDhQ5GcePHiAsWPHimooOCMjAz///DOGDBmCx48fo127dnBzcytUGK9evYrAwEB07NhRyB+x+JOSkoL27dtj2LBhSumenp4YOHCgUtrFixfRv39/tGzZEgMHDhReymLixYsXaN++Pbp06YL27dujatWquHXrFoCCGyEnTpxAnz59UK1atSLrl7qYP38+AgMDldKWL1+O5s2b45tvvsHdu3eVrt24cQMBAQGiidqOi4uDubm5SsR1VFQUunbtChcXF9y+fRsA8OzZM3Ts2BFt2rQRXT0RK+VGFAFg27ZtOHr0KIC83lVxhJEvQGIURCBvnVhwcDAuX74MAPj++++LJYw8YqkgcrkcUVFROHPmDIC8Od22bduqCKMit27dEl7KYsqf+/fvo1+/fjhy5AgACC+juXPnonfv3gDyfnde5Pk1sQX5KAauXLmCwYMH48iRI4iPj0fnzp2VhFGxDKWlpWHfvn3o2bOnaOdFQ0ND4eLiohJbsG7dOnh5eeGnn35Cenq6UiPs9evXZW1moeTk5KBNmzYYOXKkUHZ4zpw5A19fX0ydOlVIS0pKEmU9ESvlShTzoyiM/JBVUlKSynCPWIbkCiM2Nlbpb14Y9+/fL6Slp6fjxYsXZW3aR8G/hPj/Z2VlKQljTk4O3rx5g6VLlyp9Tmz5k52drdQo4f1ZtGgR2rVrp5T27t07lfvEiGLgxrNnz9CpUyeVHqNcLhcEMiMjQy12Fofw8HDY2NgIjWFFoZg1axaqVasm1CmxlS2eadOmwcnJCfv371cRuhEjRsDZ2VlojPGI1RexUS5FUbFwbNu2Da1atULnzp1x/PhxuLu7o1mzZmq0rvjkf4kq/v3dd9/ByMgIBw8eRHJyMrp06YLff/+9rE38ZPiKnpmZiXbt2sHd3R2rVq2Cl5cXPDw8RFvBi8qT0NBQ+Pj4CH//8ssvGDRokGh9AQoX6ri4OEEY+R7htGnTEB4eLmpx5/H19YWrq6vQA1QUFktLS5WGl1hQ/G0DAwNRq1YtHDlyRKnHuGnTJjRv3lwjdxUSA+VSFAEotaJ27tyJli1bguM4uLm5iXYYqzgoVpqhQ4fCxMQEDg4OsLW11bihE8W53NatW4PjODRq1EhIF/PLV9E2vve0bNkyoacYHBwMPT09Uc65FRdeGC0tLdGjRw9wHCfaIVMePi8ePXoEZ2dnuLu7Iz4+Xrj+5s0buLm5iXIJBo/iu6tt27ZwdHTEggULcOfOHcTFxaFVq1bo0qWLGi3UbDhARHHSJcCmTZuoe/fupKurq5QOgDiOozt37pCTk5NSWmpqKrm6upKFhQWdO3eOdHV1KTc3V+U7xAjvQ0ZGhkqodVJSEjk4OJBUKqW//vqL9PT0SCaTkUQiUZO1hcP7ce3aNZJIJOTq6kpEeWH9WVlZFBAQQDKZjM6ePSv6/OF/49TUVDIxMRHSw8LC6Pjx41SvXj2aP38+nT9/ntzd3dVoafHI/1vzeUVE9PjxY/Lw8CC5XE7Hjx8nqVSqLjOLBe+LTCajmJgY6t+/P719+5YmTpxI1atXpwsXLlBYWBhdunSJ7O3t1W2uEvyrmuM4OnHiBEkkEmrZsiUNGzaMoqKi6MqVK9SwYUPS0dGhCxcukJ6enlJeMYqJ2uS4FDhz5oywf6Fir4gfntq1axdsbW2FoBQgb66Nb22JOco0f69IMVBj27ZtCAoKwtu3b4Xrb968gY+PD2rXri3a5ST55xB37twJMzMznDp1Sum+CRMmoFq1aqLOn/wBWY8fP4a7uzuOHz8u3PPrr7+C4zgYGRkVuLhaDOQvZ/yoyT///IOQkBCloV6ZTIbhw4dDT09P9D1E4H3e/PPPPxg1ahRevXqF9PR09OvXD1KpFPb29mjatKkoeu8FjYLwZWzXrl0wMDBQ2iA/NjYWR48eRUREhOiDA8WOVokikDeerq+vjylTpihFxe3YsQPGxsZYvny5ymf2798v6heuYgW5f/++0rVt27bByMhIZb7w4cOHmDp1qqj8KmrubPfu3eA4TuW0CCBviYPYKnpsbCy2bNkCIG8dW79+/ZQE0crKCkOHDlXKu507d6JRo0aiXHahSGRkJBYuXCjk16NHj4SN1xW5ffs2vvrqK1y9elUdZhYJ/7srbjsH5PlSs2ZN9O/fX6k8JiYmIiEhASkpKWVqZ0Eo2pWRkaE0X3jixAlwHCec3lFYnRJLVLkmonWiCAAbNmyARCLBlClTkJWVBZlMhu7du6vswZi/NSaWF64iioX+4MGDaNKkCY4dOwYgLwpQKpUqLeItCDH4pfhbL1u2DKNHj8bgwYNx7tw5ZGVl4cCBAwgLCyvyO8QSkJKdnY3evXvD09MTo0aNAsdxWLVqFYA8G7/++msMGTJEpXy9e/dO5SUtNnJzczFo0CD4+voCAN6+fQt3d3cMHjy4wN6LGIM5eDv37duHpk2bYteuXZDL5UhPT0eLFi0wcOBA4R6xlKmC+OWXX+Dn54fmzZsLdePRo0einu/UBrRCFAsKali/fj0kEgkmT56slK5JKFbY/fv3Y9CgQahSpQp8fHzw119/AcjrEYodRT8mTJgAU1NTdOzYEb6+vtDT08PMmTNFLxb5efv2LTw9PcFxHIYOHapyLT9ifvnm5/79+zAxMcHq1auRm5uLw4cPFxlVK0b27dsHQ0NDLFy4EDdu3ACQN1Vy6dIl0dquWEYWLlwICwsLTJs2DYMGDQLHcfjpp5/UaF35QStEkWf58uXYtWuXMA+iKIxi6C19KuPHj4etrS1mzJiBUaNGwc7ODn5+fsJGBID4X1IAEB8fj6CgIKU53cWLF8PMzAyLFi0CIH7x4H/nzMxMfPHFF2jcuDFat26N8PBw4R6x+6BI/nLD2z5u3Dh07ty5QIEXOykpKWjevDmmT5+ublM+iRs3bmDp0qU4dOgQgLw8CQ8Ph56eHhPGMkCrRNHd3R0ODg44dOiQijAGBwdrZG/x2rVrsLGxwYkTJ4S0Y8eOoW3btmjevLnQYwTELYzh4eEwNjZG/fr1cffuXSVb58yZA2NjY5VNCMQGb/OVK1fw8OFDpKen4/nz5+jYsSNatmypJIwAVBZPi5VTp05h7dq1SvVj7969MDMzw8mTJwFoltDHx8ejVq1aSqKiWN7E3EA+f/48OI5DpUqVVHalWr9+PfT19ZUOQmaUPBorioVV0sDAQDg5OeHgwYOCMG7YsAEGBgYYMWKE6Ct3fmGLjo6GmZmZMI/Ic+TIERgbG8Pb21upxyhWjh8/jjZt2qBixYpCpCK/68nz589Rs2ZN7NmzR50mFolihKyFhQXGjBkjrG978uQJOnXqhC+++EI4kis4OBgDBgwQdUMFyJsTHDduHDiOQ+fOnTF37lzh2vDhw+Hp6VnkUWti5O3bt3B0dMTs2bOFNF7wIyIisH37dnWZpkL+91FGRgZ+/fVXGBoaYtasWSr3b9y4ERzHFRgwyCgZNFYUeRITE1VePK1atULdunWVhHHlypXw9fUV/UsqP7dv34aTkxP++OMPlRavn58fmjVrhs6dO+PmzZtqtFKZghoeMpkMkZGRaNy4Mezt7fHy5Uvh2tOnT2Ftba20LZ0YOXnyJIyMjLBmzRphyzw+P2JjY9GtWze4uLjA3d0dVapUEc2pCsXh9u3b+OGHH+Ds7AxHR0eEhYXht99+Q6dOnXD69Gl1m1coist6FDe8HjBgQIENxrFjx8Lf3190w8JhYWFCHc7IyMCcOXPAcVyBBzQfPXpU1L1dTUfjRFGxMC9btgy2trYFrvny9vZG3bp1ceDAAaX9JQFxDzMCeX51795d+HvChAmoWLEi9u7dK1SGlJQU9OjRA0uWLIG9vT1WrlypLnOVUBTE3bt3Y+nSpVi6dKlw8sCVK1fg7u6OWrVqYd26ddi8eTO+/PJLuLq6in54e8qUKejdu7fSsUKKNickJGDdunWYNWsW7ty5oy4zi4Qv+zdu3MC2bdtw4MAB4XDajIwMvHz5EkOHDkVgYCCsra3BcZzKaR9igffl8OHDCAoKQuPGjREaGoqrV6/i+fPn8PLygp+fHyZNmoT169cjKCgIlSpVEgJvxEJWVhasra3h7OyMmJgYIS00NLRQYQTEPQysyWiUKB47dkzpzLO0tDTUrl0bTZo0wdWrVyGXy4WKEhERAV1dXdjY2OD8+fPqNPujyMrKwpIlS2BnZ4egoCAhffDgwTA0NMSwYcMwbdo0tGjRAp6engDyesY9evRQl8kFMmHCBNSoUQNff/01XF1d0bhxY2Fo8fz58/D29gbHcejbty+WLFkirMUSozDyIhgYGIjOnTsrpfOIfT5Uke3bt8PCwgL16tWDvb09jI2NsWvXLqV7bt26hRUrVsDJyQnXr19Xk6UfZs+ePTAyMsKkSZOwaNEieHp6wsXFBS9evMDjx48xcuRIuLq6wtnZGQEBAaIQxIIa5a9fv4ZUKlVax8oLo66uLhYsWFDWZpZbNEoUly1bBicnJwwbNkyoqOnp6ahbty6kUqnSIuITJ05g9OjRGDFihChftDwFDTW+efMGYWFhcHBwUDp/b+HChfjqq6/QrFkz9OzZU+gBt27dGjNmzCgzmz/Epk2bYG1tjUuXLgEAVq1aBX19faUX77lz5xAQEABnZ2c8f/4cgHhOVsjOzkZ6ejqSk5OV8mf27Nlo0qSJkkjIZDLExcXhu+++E/2ifCDvzL0qVaogLCwML1++xP379zFmzBjo6+tj3759KvdnZmaqwcrikZiYCE9PT2Hjinfv3sHMzAzjxo1TEZ5Xr16Jpnzx8Pbwtr5+/RoNGzZUEcaffvoJPj4+oh/h0hY0ShQBYPXq1XBzc8N3332ntP6obt26aNKkCTZt2oSYmBh07NgRP//8s/A5MQsjAOEcQZ43b95gxYoVcHBwwKBBg4T09PR04UXNH8xrYWEhiuE63q4ZM2agT58+APJ23KlUqZKwU01qair++ecfAMDZs2fh7e0NqVSKpKQk9Ridj9u3b6N///5o1KiRMAqxefNmvHr1CpcvX0bt2rUxYsQIYSuwzMxMTJ8+HbVr1xbNIbRFsXv3bjRt2lRl0f3IkSNRrVo1PHv2TCldzC/ily9fQiqVIjY2Fg8fPoSVlRWGDBkiXD9+/LjKMXDqRLGB8dtvv8HDwwPJyckA3v/OKSkpqF+/Pry8vISAtOzsbJUtERmlh8aIomKLPSwsDI0bN1YSxoyMDHzxxRewsbFBjRo14OHhoTEh8WfPnoWlpaVKqHVKSgrmzp0LY2NjjBkzRunakydPEBQUBGtra+EsSHUQFRWFU6dOKVX4iRMnIiQkBJGRkTA2NhYEUS6XY82aNVi0aJGwd+v58+fh7OwMb29vlUCisubmzZswNTXFoEGD8Ouvv+LXX3+Fj48P9PT0MHToUGRmZmLv3r1o1KgRXF1d4efnhzZt2qBKlSqi2C8zP3fv3sW0adOU0jZt2gQ9PT2hd843FqOiomBjY4OzZ8+WuZ2fyoMHD1C/fn3s3r0bderUweDBg4X3xN27d9GnTx+VfXTVxf79+xESEoK4uDgAeWXNwsIC7dq1E4SRt33z5s3gOA6Ojo549OiR8B1MEMsGjRFFQFkYV65cqdJjzM7OxqVLl3D27FnR7ZWZH8UC/uzZM0ybNg0NGjRQeYndvn0b1atXB8dxSiHaubm5uHLlilKlKWs2bNgAFxcXjB8/XmnocM+ePeA4DhzHYdu2bUJ6WloaAgICMG7cOCEv5XI5Lly4oFY/gLwgmfr162PSpEkq13744QdIJBJh4fT58+exevVq9OnTB3PmzBGCiMQGv5/sxIkThbTY2Fg0bdoUI0eOVOqdP3v2DI6Ojvjf//6nDlOLJCkpCQcPHsTYsWMREhKitM3ZsGHDwHGcUmAaAPz000+QSqUqPV91ERISAjMzM4SGhgrCGBMTAysrKwQGBgrCCORt+D169Gj0799f9CNc2ohGiWJ+Vq5cKfQYC1qSIMYCdffuXaXz23gSEhIwY8YMODk5YerUqUL6o0eP0LdvX+zbt09U/qxZswZGRkZYsWKFEL2oSHBwsLCT/5MnT3Dr1i20adMGbm5uQkNFTP4cO3YMHh4eQsCMYog/AAwcOBBGRkYaMUSqyPbt26Gvr49x48YJabNmzYK3tzeGDRuGp0+fIiEhAcHBwbC1tRVe2GIhOjoaPj4+8PLygouLC8zNzWFubo6OHTsCyItG79KlC0xMTPDnn39i2bJl+PHHH2FiYiK6AKHQ0FBYW1vjl19+EX7n6OhoWFlZoVWrVoiIiMCTJ09U1ouKqZ6UBzRCFBWjSiMjI5V2cQkLC4Obmxu+//570bbYeQ4ePAiJRAJ7e3uEh4erRMI9e/YMM2bMQJ06ddCvXz8cOXIEAQEB+OabbwT/xVBBrl27BkdHR2zdulXl2uvXr5GdnY03b95g1KhRMDAwgJWVFaRSKfz9/ZXWkomJP/74A+bm5sL6Qx7ezvj4eFSuXFkI6hDrUFZBv+uWLVugr6+P0aNHC2mhoaHC3q1SqRQ1a9YU3WkX169fR5UqVTBu3DhhJCIpKQkhISGoUqUKWrduDQBITk7GDz/8AAcHB7i5uaFLly6iXbf7yy+/qAjjo0ePUK9ePZibm8PKygpubm4aM/WjjYhWFBVfOvy/d+3aBSMjI5UFuStXroRUKkVISIiwWF+M7NixA506dcLSpUvRqlUr+Pv7Y/Dgwfjnn3+EJQkJCQlYu3YtatWqBWdnZ7Rs2VJ0J83v27cPUqkUT58+VUr78ccfUb9+ffj6+gpHXF29ehV//fUXrl69KrwcxDik/eeff8LAwEDYYD2/uKSnp8PCwgJz5sxRh3nF4t69exg5ciT27NmjskRk48aN0NfXx4gRI4S0Fy9eYP/+/Th16pRSXoqBv//+GxUqVFDalYYnNTUVS5YsgampqdJwd0JCghA5LDYUy5OiMPLDu5mZmTh48CAOHTok+qkfbUdUonjq1KlC1xQeOnRIZXsjxRbYggULYGxsLOpTI2JjY1GrVi3s27cP7969w6lTp+Dv749WrVqha9euiIqKEgJW0tLScP/+fUEIxVRB1q5di7p16+Ly5cuQyWQYMWIEvLy80Lp1a0ycOBE+Pj6wtrZWmifhEes2e0+fPoWtrS3atWsnvFT5BlZubi6SkpLg6+ursh+lWHj79q2w9lNHRwf+/v7w9vbG6tWrcePGDcjlchw9ehRGRkaYMGGCus0tkjdv3uCLL76Aubm5kMaXf8XlC506dULDhg2RlpamdE0T4IVx1qxZBa5xFdtISnlCNKK4ZcsWcBwHX1/fAiPgIiMjVTZcBt6/ZF++fIn69esLGxiLDb7Crlq1CgEBAcKyhIyMDJiYmMDKygrm5ubo0aMH5s2bp/RZsQnJ69evUbduXdjY2KBatWqws7NDeHi4ELhx/vx5mJmZKW1iLnZycnIQHBwMS0tL9OnTR2XEYerUqahTp47oelQ82dnZWL58OQIDA9G4cWPs3r0b3333HZo1awZ9fX20a9cOY8eOFc5/VJy3FhvZ2dlYtmwZvL290bVrV0H08vegjh07Bn19fdy7d0+0gqg49XP9+nVhmQXwXhhnz54tmiVJDJGI4oULFyCVStGrVy98+eWXCAwMVFq3VxxRWLhwIWxsbAoMYhETV69ehbu7O27dugUAkEqlaNGiBWQyGXbu3ImBAweKeqEu/2JKSUlBeHg4Vq9erbIoOiIiAq6urqLYPaQ48C/ZtLQ0/PjjjzA1NYWDgwMWLFiAkJAQDB48GJUrVxblsgvgfYMrKysLq1atQvPmzdG7d28hr/bv34958+YJ+7JyHAeJRKIyfyoGFH1Zu3YtPDw88PXXXxe449GCBQvQoEED0fSq8tshk8mEd9fOnTthZGSEc+fOKdXtX375BTVq1MDq1asBaFZvV1sRhSieOXMGnTt3xsOHD3H06FG0a9dORRg/xJEjR5RaYWJm+PDhkEqlaNCgAfz8/JCQkCBcS09PF/1C3aKCANLS0tChQwd06NBBdD3cglAMpPn777+RlZWFTZs2oUOHDqhTpw5cXV0xaNAg0e9Woygma9asQePGjdG1a1elRfo5OTmIiYnB6tWrRe1Pfl+aNm2Krl27CsKYk5ODzMxMDBkyBD/88AOysrLUXlf27NmD4cOHw9/fHwsWLFCaxjlw4AA4jhPW6wLKDf1x48bB1NRUaZN8hvoQhSgCyifIHzx4UBBGxR36+SEtTXjZFsWdO3dQq1YttG7dWlhEnR91V/KCyB8FrJg3KSkpOHv2LNq0aYNGjRoJwim2vFL8XXlBfPz4MWrWrClElvIkJiYiJydH1MFbivA93uzsbISHh6NJkyZKvSwxlqnC+JAvU6ZMgbW1tSgizteuXQsTExNMmDABnTp1gpeXF8aOHYusrCzk5ORg69at+PPPP1U+x5e/O3fuwMXFRVQRs+UZtYpiUcMehw4dQtu2bdGmTRucO3cOmZmZ8Pf3V+vuLZ9CfiE5d+4ccnJy8OWXX+LLL79Uuk+MFDcKeOjQofDw8EC3bt2EF5pYgoOePn1a4Ekq/DVjY2N8//33Kj10seZJQfB1KTExEdeuXUNubq4w/Ni9e3dRRmQWRlG+9OnTB5MmTULFihVFMZx98uRJ1KpVS2l50rx582Bvb4/Xr18D+HDQzE8//QRra+tCG8iMskUtoqjYusvfk1B8ER0+fBjt27dHq1at0KBBA1SvXl0j1u8UJST8aeDXr19H1apVsWXLFrXYWBQfGwUM5IXJnzp1qsAjldTJnTt3YGlpiaZNmxYYwHXp0iVMnDhRdD3aD1FUj/ePP/4AkDey8ueff8LR0RH9+vVTi53F4WN8cXBwgL6+fqGNnLIkOzsbixYtQlBQEF69eiXY/vz5c9jb2xd7Omfbtm2iEHhGHmUuips2bYKBgQFCQkKEtKKEkd8HsFmzZoIgiqUpNtHeAAAO1klEQVQHosjHCIlcLserV6/QsGFDpU3LxcCnRAEXFGAgBhISEtCyZUv4+PgUOE8tFjuLy8f0eBXn5TZu3ChEO4sFbfFl165dOHjwoFJaYmIiKleujIiICJX7NWn0obxSpqL4119/wc7ODi1atECDBg2Ujjsq6AX18uVL+Pn5wdXVVXRDcop86nKSEydOiKZHBZRMFLCYuHz5Mlq1aoXz58/j8OHDnxTAJRY+pccr1vzSBl8Keg/xgpeamgobGxtcuHBBuDZlyhRRiTmjcCTTp0+fTmVAbm4uhYWFUdWqVennn38mfX192rx5M718+ZJatmxJHMeRTCYjHR0d4TNRUVF05MgRioiIID09PcrNzSVdXd2yMLfYXLx4kSZPnkz+/v5ERHTy5Emys7MjW1tbIiKSy+VkY2NDrq6uwmcAEMdxZG9vTzo6Oip+q4tHjx5RTEwMzZs3jxwdHenSpUt0+vRpwR+O49Rt4kdRs2ZNcnV1paZNm5KDgwOZmprSlStX6PTp02Rra6uURxzHCf8XG4mJiTRw4ECqUqUKmZqa0qlTp1TKmLW1NQUEBCjZz3wpee7du0dVq1YlHR0dys3NVaq3vI0SiYRWrVpFvXv3JktLS2rTpg1dunSJJk+eLIp6ziiaMhNFHR0datCgAdWoUYN8fX2pXr16lJmZSVu3bhWEUUdHRxAMIiIbGxsKCgoiiUQiSkEk+jQhyZ8mlopia2tLHh4eVLt2bapTp06hIpKdnU0SiUS0IqJoV/Xq1YV0R0dHMjMzo0uXLtHZs2cFn8aMGUOmpqZkY2OjLpOL5M6dO/TXX39RaGgoSaVSunz5ssY2VjTZl82bN1Pbtm0pNzdXeF8VVAfevHlD//nPf6hdu3Y0btw4unfvHt28eZN0dXVFW2cYCqizmxofH4+QkBA4OTlh+vTpAPJOyF62bJkoh0kLQ9OXk2hLFHBKSorw7w8FcLVr1w5t27ZFly5dwHGc6AMdFE98KKyM8T6LsYwpoom+fMzUz6tXr2Bra4uqVavCyclJ1LEQDFVKtacYGRlJ165dowsXLpCDgwPp6ekJw1RERCYmJlS3bl3Kzs6mbdu2UWxsLC1YsID27NlD48aNE3WLSnHI09TUVEjP3xuxt7cnS0tLateuHbm6ulKNGjXUZbIKikNB+Vuw+LfH7ujoSNWqVaPLly/T8ePHafHixRQbG0tz5swhiUSiRuuVuX37NrVo0YJevnxJ/v7+KsOhHMcJPjk4OFDlypXpjz/+oMePH9OFCxdIKpWq2QNVtKnHq8m+fOzUj0wmoz///JNq1apFFy9eFO3UD6MQSkttV65cCTMzMzRs2BBVq1ZF7dq1sWbNGmFrKcVT1hMTEzFhwgRwHAcPDw/RnQqhiLYsJ9GmKODY2FhIpVI4Ojp+sBUvl8shk8kwevRomJiYCNvtiQlt6vFqiy8JCQnCAcwJCQkqI1yAsj/bt29np11oKKUiilFRUahZsyZ27tyJFy9e4N27d+jbty+cnZ0xbdo04fQEvhClpaWhcePGaNy4saijTLVFSLQpClgul2PevHlo3749jh07JrysFH3KPzx88+ZNWFlZiWKtW35iYmJgb2+vtGF3UWVs//79MDU1RZUqVUR3qK42+ZKfwqZ++HWVPGKKLmcUj1Lpz79+/Zp0dXVJKpVS1apViYgoPDycJk+eTLt27SJTU1MaNmwYGRgYkFwup7lz55JMJqPLly+Trq6uKIcaTp48SVOmTCFPT0/auXMn6ejo0LRp04ShR37ohB8ievXqFS1btowaNWpE586dE41fubm5dPToUfLz86MRI0bQ4cOHafPmzQSAQkJChGhYxaHRO3fuUE5Ojijzh+M46tevH1laWlJAQIAQ5avoEx8UxOdRw4YNKSYmhipVqqRO01V4+vQp9e7dm3R1dWn37t2kq6tbaBlDXoOWTpw4Qbm5uRQREUENGjRQswfv0XRfIiMjKTk5mVJSUqhbt25kZGSkNCRfo0YN+u6774jjONq2bRtlZGRQZGQkPXz4kIYNGyb4J6YpBkYxKQ2l/d///oeaNWsiJiYGAPDu3Tvh2vDhw2FnZ4cHDx4Iac+fPxf1UENOTg4mTZqEfv364dKlS5gxY4bK0En+FuH58+fh5eUlqh4iz8cOBSkiJj8Ko6BWPJC3abNYh+a1qcer6b5o69QPo3iU2pyii4sL2rRpI/zNH54LAPXr18cPP/wAQLlyiCXSrCC0WUg0LQo4Pj4eFy9exJEjR1TKD58HcXFxgk8hISEYPXo0OI5DXFycusz+IAkJCVi3bh0AICkpqcAylr+OvHnzpkxtLC6a6ou2Tv0wik+JiGJcXBwePXqkdNL6+fPnYW5ujt69ewtpfCXo3r07RowYURKPVhuaJCQRERHYs2cP1q5di9TUVKFC5xeR6dOnw9nZGRMnToSvry9q1qwpuobKjRs3YGtri7p166Jy5cpwcnLCpk2bhGN3FH2Kj4/HtGnTwHEcTE1NRdEL+Rg0scdbGJriC7/Bt+IyKwCYNGkSGjRogMWLFwsNfJlMhp9//hmurq6iHBFifBqfLYobNmyAm5sb7OzsYGpqKhyRkp6ejk2bNqFatWr46quvkJqaioyMDMjlcnh6emLy5MmfbXxpoi1Cok1DQcnJyXBycsKUKVPw8OFDxMXFoUePHqhfvz5CQkJUWvEA0LdvX1SqVEmU5wdqU49XW3zRtqkfxsfzWaK4YcMGGBsbY9WqVTh79iyCg4NRoUIF3L59GwCQkZGBQ4cOwdbWFrVr14anpyeaNWuG+vXri7oAaYuQaNtQUHR0NOzs7FR6fJMmTULDhg0xf/58pSOSVq1ahSpVqogqtJ9Hm3q82uQLoH1TP4yP45NFMSYmBh4eHlixYoVSuru7OxYsWKCUlpmZiQULFmDmzJmYP3++KF+4PNokJNo2FHT9+nVYW1sLG3pnZGQI10aOHAl7e3vcuHFDSEtMTBTlJsza1OPVdF/K49QPo2g+WRRjY2Ph4eEh9Ar5Qh8YGIjx48cLaYW1oMS6fkebhEQbh4KaNm0Kf39/4W/FVnyTJk3Qs2dPAOItX4B29Xg12RdtnfphfB6fNXz67Nkz4d/83p4DBgxQWqwLQBhG0QS0TUg0eSgoLS0Nb9++VYpKvHbtGiwsLNCrVy8hjf/dx44di44dO5a5nR+LtvR4Ac31RVunfhifT4lEnyoeBNq3b18MHz5cSO/evTvCwsJK4jFlhqYKiTYNBUVHRyMwMBBubm6oWbMmNmzYACCvkbJ582ZUq1YN3bp1Q3Z2tuDPt99+i549eyInJ0cUc7pFoQ09Xh5N80Vbp34YJUOJnFnEcZywk0tubq6Q3qFDBzp//jz179+/JB5TKsTHx9Pjx4/p+fPnQtrKlSvp2rVr1KdPHyIiYecdorzdUBTPTeNR9/FPGzdupA4dOpC/vz/Vq1ePwsPDiYhIKpXSb7/9RseOHaOvv/6a0tLSKCsriwBQbGwsGRsbq9XugoiJiSE/Pz9ycXGh8ePHU8+ePWngwIEUFRVFFSpUoE6dOtGaNWvowoUL1KhRI+ratSv16NGDdu/eTcHBwaSrqyuqzeTT09MpNTWV3r59K6StWLGCoqOjqXfv3kSUV8b4uuPn50fp6elEJL4dUbTBF77M+/n5EVHe5vdERFWrVqWkpCQhTS6Xk4GBAY0fP56mTp1KEyZMIF1dXZLJZKLZ0YlRCpSUuvKt9e+//x4TJ05E9+7d4ejoKMq5Nh5tmVPQpqGgly9fIjAwECNHjlRKb9myJX788UeltLdv32LixIkYPHgwRowYIYrAjfxoU49Xm3zRxqkfRslQ4jvaBAUFgeM4NG7cWPSCqA1Com1DQYmJifDw8BDmqPiX68CBA9GnTx8ABQdwiWH4Oj/R0dGoWrUqxowZg40bN2Ls2LHQ09MTgkzS09Oxb98+WFtbw8nJCV26dEH37t1hZGQkutM7tMkXRbRt6ofx+ZS4KJ49exaOjo6ifOHyaJOQaGMU8L1794R/8w2rn3/+GX379lW6TzEAR0y9EEC7erza5EtR9OrVSxDF9u3bw8rKSlTHvTHKhhIfGG/evDndvXuXOI4T1WkKihQ0p8BxnMqcAgBhTkERMc0p2NjY0K5du8jKyoqIiHJyckhfX59q1qxJhoaGRPR+zvfVq1dkZmam9HmxzPMo4ujoSER5B9Pq6ekRUV5+JCcnC/fMmTOHDAwMaOTIkaKbQyTKy4fXr19Tt27diIiEkyHs7e3p1atXRPS+jJmYmNC8efOU7hMT2uRLQfB2VqpUiYyNjalHjx50//59evToETsguBxSKiWWPw5GrAWJFxInJyciyqv0RKQiJDo6OkKlV0RsQsILIgBBRGQyGb18+VJI79GjB+3atUttNn4KOjo6QhAE/zcR0bRp0yg4OJhatWol2jJmaWlJGzZsIF9fXyLKyw+ivLxSPDZJR0dHKWhFbOJOpF2+FATvQ25uLi1YsIAePHhA0dHRTBDLKaXWjBN7hdBGIdHkKODC4EVRV1eXbGxsaOHChTR//ny6cuWKcHaiWCluj3fVqlVCfom13miTL4UxYMAAcnBwoIsXLzJBLMeU+xxXrLj5heTGjRu0YcMGdZj1yWjbUBDfitfT06OwsDCqVKkSnTt3jho3bqxmy4oP3+Ply5pij3fWrFkUFRWlMXmiTb7kRxOmfhilj/gH/MsAfg1iUUKiKWjrUFCbNm2IiCgiIoKaNGmiZms+Hk3u8eZHm3zJj9infhilD8t5UhUSNzc3jReSAQMG0JkzZ+jixYukq6ursX7wNGnShFJTU8nIyEjdpnwS2tDj5dEmXwpC04Z9GSULB8VIhnLOuXPnaNCgQRQTE6MVQsIPc2m6H9rElStXyMPDg/7++29ydnZWtzmfhTb5wmDwMFHMh7YJieL8D0McpKena2yPNz/a5AuDQcREsUCYkDAYDEb5hAXaFAATRAaDwSifMFFkMBgMBuNfmCgyGAwGg/EvTBQZDAaDwfgXJooMBoPBYPwLE0UGg8FgMP6FiSKDwWAwGP/CRJHBYDAYjH9hoshgMBgMxr/8H8o9XyNUVMK6AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 539.062x431.25 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(daily,**pnf_kwargs,style='starsandstripes')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "- for Renko charts within `marketcolors` one can specify colors for the `edges` and `up` and `down` brick colors.\n",
    "- for Point & Figure plots within `marketcolors` one can specify colors for the `up` Xs and the `down` Os.\n",
    "\n",
    "for example:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 539.062x431.25 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 539.062x431.25 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mc = mpf.make_marketcolors(up='g',down='r',\n",
    "                           edge='black',\n",
    "                           volume='gray')\n",
    "s  = mpf.make_mpf_style(marketcolors=mc)\n",
    "\n",
    "mc2 = mpf.make_marketcolors(up='gray',down='r',\n",
    "                           volume='black')\n",
    "s2  = mpf.make_mpf_style(marketcolors=mc2)\n",
    "\n",
    "mpf.plot(daily,**renko_kwargs,style=s)\n",
    "mpf.plot(daily,**pnf_kwargs, style=s2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
